{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modelagem por tópicos notícias ANATEL"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Tópicos disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANATEL/option1/anatel-option1-topics.csv\n",
    "##### Thetas disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANATEL/option1/anatel-option1-thetas.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Opção 1: 26 tópicos, algoritmo LDA, API Mallet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Importando pacotes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Enable logging and ignore warnings\n",
    "import logging\n",
    "logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.ERROR)\n",
    "import warnings\n",
    "#warnings.filterwarnings(\"ignore\")\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "\n",
    "\n",
    "import nltk; \n",
    "#nltk.download('stopwords')\n",
    "\n",
    "import re\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pprint import pprint\n",
    "\n",
    "# Gensim\n",
    "import gensim\n",
    "import gensim.corpora as corpora\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models import CoherenceModel\n",
    "from gensim.models import Phrases\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# Plotting tools\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>website</th>\n",
       "      <th>url</th>\n",
       "      <th>publication_date</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7847</th>\n",
       "      <td>5368706</td>\n",
       "      <td>Anatel</td>\n",
       "      <td>http://www.anatel.gov.br/institucional/ultimas...</td>\n",
       "      <td>2018-06-21T19:35:00</td>\n",
       "      <td>Anatel e AGU realizam debate sobre novo model...</td>\n",
       "      <td>REGULAÇÃO  O novo modelo de gestão de contenc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7848</th>\n",
       "      <td>5386441</td>\n",
       "      <td>Anatel</td>\n",
       "      <td>http://www.anatel.gov.br/institucional/ultimas...</td>\n",
       "      <td>2018-06-27T17:02:00</td>\n",
       "      <td>Conselho Diretor da Anatel realiza reunião ne...</td>\n",
       "      <td>REUNIÃO nº 853  O Conselho Diretor da Agência...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7849</th>\n",
       "      <td>5386440</td>\n",
       "      <td>Anatel</td>\n",
       "      <td>http://www.anatel.gov.br/institucional/ultimas...</td>\n",
       "      <td>2018-06-28T13:43:00</td>\n",
       "      <td>Capitais do AC, AP, MS, MT, RO, RR e TO devem...</td>\n",
       "      <td>TV Digital  O presidente da Agência Nacional ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           id website                                                url  \\\n",
       "7847  5368706  Anatel  http://www.anatel.gov.br/institucional/ultimas...   \n",
       "7848  5386441  Anatel  http://www.anatel.gov.br/institucional/ultimas...   \n",
       "7849  5386440  Anatel  http://www.anatel.gov.br/institucional/ultimas...   \n",
       "\n",
       "         publication_date                                              title  \\\n",
       "7847  2018-06-21T19:35:00   Anatel e AGU realizam debate sobre novo model...   \n",
       "7848  2018-06-27T17:02:00   Conselho Diretor da Anatel realiza reunião ne...   \n",
       "7849  2018-06-28T13:43:00   Capitais do AC, AP, MS, MT, RO, RR e TO devem...   \n",
       "\n",
       "                                                   text  \n",
       "7847   REGULAÇÃO  O novo modelo de gestão de contenc...  \n",
       "7848   REUNIÃO nº 853  O Conselho Diretor da Agência...  \n",
       "7849   TV Digital  O presidente da Agência Nacional ...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('/Users/fabiola/Desktop/FGV/ANATEL/anatel_export_final_order.csv')\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de notícias: 7850\n"
     ]
    }
   ],
   "source": [
    "print('### No total de notícias:', len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### NLP Pipeline - Pré-processamento e limpeza dos documentos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NLTK Stop words\n",
    "from nltk.corpus import stopwords\n",
    "stop_words = stopwords.words('portuguese')\n",
    "stop_words.extend([\n",
    "    'ser','sao','sera','serao','serem','ha', 'sendo',\n",
    "    'esta','estao','estara','estar','terao','ter','tera','pode','podem','deve','devem','devera','deverao','podera','vai',\n",
    "    'nesta','neste','desse','nesse','deste','destes','desses','nesses','desta','nessa','dessa',\n",
    "    'cada','todo','todos','toda','todas','qualquer','outros','outro','outras','outra','quanto','alguns','algum','mesma','mesmo','tais','quais',\n",
    "    'nº','nº','ii','iii',\n",
    "    'nao','ja','tambem','porque','ainda','apenas',\n",
    "    'sobre','ate','durante','alem','desde','sob','apos','contra','onde',\n",
    "    'getdata','var','function','return','tostring','window','clique_aqui','feira','ml',\n",
    "    'en','la','los',\n",
    "    'anatel'\n",
    "    ])\n",
    "\n",
    "# Convert to list\n",
    "data = df['text'].values.tolist()\n",
    "\n",
    "data = [sent if not pd.isnull(sent) else '' for sent in data]\n",
    "#data = [sent for sent if not pd.isnull(sent) else '-' for sent in data ]\n",
    "\n",
    "# Remove Emails\n",
    "data = [re.sub('\\S*@\\S*\\s?', '', sent) for sent in data if not pd.isnull(sent)]\n",
    "\n",
    "# Remove new line characters\n",
    "data = [re.sub('\\s+', ' ', sent) for sent in data]\n",
    "\n",
    "# Remove distracting single quotes\n",
    "data = [re.sub(\"\\'\", \"\", sent) for sent in data]\n",
    "\n",
    "\n",
    "# Convert to words (tokenize)\n",
    "def sent_to_words(sentences):\n",
    "    for sentence in sentences:\n",
    "        yield(gensim.utils.simple_preprocess(str(sentence), deacc=True))  # deacc=True removes punctuations\n",
    "\n",
    "data_words = list(sent_to_words(data))\n",
    "\n",
    "\n",
    "# Build bigram and trigram models\n",
    "bigram = gensim.models.Phrases(data_words, min_count=5, threshold=100)\n",
    "trigram = gensim.models.Phrases(bigram[data_words], threshold=100)  \n",
    "bigram_mod = gensim.models.phrases.Phraser(bigram)\n",
    "trigram_mod = gensim.models.phrases.Phraser(trigram)\n",
    "\n",
    "\n",
    "# Define functions for stopwords, bigrams, trigrams\n",
    "def remove_stopwords(texts):\n",
    "    return [[word for word in simple_preprocess(str(doc)) if word not in stop_words] for doc in texts]\n",
    "\n",
    "def make_bigrams(texts):\n",
    "    return [bigram_mod[doc] for doc in texts]\n",
    "\n",
    "def make_trigrams(texts):\n",
    "    return [trigram_mod[bigram_mod[doc]] for doc in texts]\n",
    "\n",
    "# Remove Stop Words\n",
    "data_words_nostops = remove_stopwords(data_words)\n",
    "\n",
    "# Form Bigrams\n",
    "data_words_trigrams = make_trigrams(data_words_nostops)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Criação do dicionário e corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de palavras diferentes: 17460\n",
      "### No total de palavras: 1267465\n"
     ]
    }
   ],
   "source": [
    "# Create Dictionary\n",
    "id2word = corpora.Dictionary(data_words_trigrams)\n",
    "\n",
    "# filter by frequency\n",
    "id2word.filter_extremes(no_below=5, no_above=0.95)\n",
    "\n",
    "# Create Corpus\n",
    "texts = data_words_trigrams\n",
    "\n",
    "# Term Document Frequency\n",
    "corpus = [id2word.doc2bow(text) for text in texts]\n",
    "\n",
    "# Human readable format of corpus (term-frequency)\n",
    "## [[(id2word[id], freq) for id, freq in cp] for cp in corpus[:100]]\n",
    "\n",
    "print('### No total de palavras diferentes:', len(id2word))\n",
    "\n",
    "total = 0\n",
    "for cp in corpus:\n",
    "    for id, freq in cp:\n",
    "        total += freq\n",
    "print('### No total de palavras:', total)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Criando o modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_topics = 26"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "mallet_path = '/Users/fabiola/Downloads/mallet-2.0.8/bin/mallet'\n",
    "ldamallet = gensim.models.wrappers.LdaMallet(mallet_path, corpus=corpus, \n",
    "                                             num_topics=num_topics, \n",
    "                                             alpha=50,\n",
    "                                             iterations=1500, \n",
    "                                             topic_threshold=0.6,\n",
    "                                             id2word=id2word) \n",
    "\n",
    "ldamallet.save('anatel-option1-ldamalletmodel')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizando os resultados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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\"perspectivas\", \"capacitacao\", \"politicas_publicas\", \"paineis\", \"futurecom\", \"evento\", \"desafios\", \"negocios\", \"inovacao\", \"forum_alo\", \"especialistas\", \"telexpo\", \"empresarios\", \"excelencia\", \"sardenberg\", \"painel_telebrasil\", \"regulatorios\", \"tecnologicas\", \"fara_palestra\", \"estrategicos\", \"tecnologicos\", \"hotel\", \"mesa_redonda\", \"tema\", \"parcerias\", \"revolucao\", \"parceria\", \"politicas\", \"desenvolvimento\", \"abertura\", \"palestras\", \"palestra\", \"setor\", \"educacao\", \"oportunidades\", \"congresso\", \"informacao\", \"inclusao\", \"ministro\", \"sociedade\", \"regulacao\", \"temas\", \"debates\", \"comunicacoes\", \"brasil\", \"cenario\", \"tecnologia\", \"governo\", \"tecnologias\", \"realizado\", \"participacao\", \"social\", \"paulo\", \"economia\", \"objetivo\", \"dia\", \"camara\", \"deputados\", \"araujo\", \"ouvidoria\", \"pedro_jaime_ziller\", \"amaral\", \"elifas_gurgel\", \"deputado\", \"elifas_chaves_gurgel\", \"ziller\", \"luiz\", \"associacao_brasileira\", \"ouvidor\", \"parlamentares\", \"pedro_jaime\", \"junior\", \"roberto\", \"advogados\", \"jorge\", \"acel\", \"deputado_federal\", \"filho\", \"almoco\", \"carvalho\", \"jose_goncalves_neto\", \"eduardo\", \"gilberto_alves\", \"gerente\", \"participaram\", \"convidados\", \"contou\", \"silva\", \"fernando\", \"cerimonia\", \"defesa\", \"comissao\", \"presidente\", \"oliveira\", \"participa\", \"debate\", \"ciencia_tecnologia\", \"santos\", \"superintendente\", \"consumidor\", \"ministerio\", \"apresentacao\", \"encontro\", \"agencia\", \"representantes\", \"vice\", \"jose\", \"schymura\", \"audiencia\", \"nacional\", \"assessoria\", \"servicos\", \"imprensa\", \"paulo\", \"brasilia\", \"geral\", \"fones\", \"scd\", \"populacao_acima\", \"prazo_indeterminado\", \"scm\", \"autoriza\", \"circuito_especializado\", \"transmissao_emissao_recepcao\", \"territorio\", \"meses_contados_partir\", \"comunicacoes_digitais_scd\", \"rede_especializado\", \"concede\", \"limitado_especializado_sle\", \"audio_video_dados\", \"limitado_especializado\", \"citadas\", \"adaptacao\", \"sle\", \"validas\", \"autorizou\", \"comunicacao_multimidia_scm\", \"formulacao\", \"exclusividade\", \"comprovem\", \"possibilita_oferta\", \"regime_privado\", \"impsat\", \"concedidas\", \"intuito\", \"informacoes_utilizando_quaisquer\", \"submodalidades\", \"ato\", \"comercial\", \"autorizacao\", \"autorizacoes\", \"prestar\", \"explorar\", \"dou\", \"uniao_dou\", \"diario_oficial\", \"servico\", \"ltda\", \"publicacao\", \"mil\", \"localidades\", \"ambito\", \"prestacao\", \"multimidia\", \"janeiro\", \"nacional\", \"atos\", \"partir\", \"empresa\", \"empresas\", \"agencia\", \"cinco\", \"imprensa\", \"assessoria\", \"publicado\", \"habitantes\", \"atendimento\", \"brasilia\", \"conselho\", \"servicos\", \"mail\", \"fax\", \"teledensidade\", \"linhas\", \"registrou\", \"federacao\", \"crescimento\", \"assinaturas\", \"ultimos_meses\", \"grupos_economicos\", \"sudeste\", \"cresceu\", \"mes_anterior\", \"numeros_mensais\", \"aba\", \"seguido\", \"acessos\", \"ibge\", \"fechou\", \"pos_pagos\", \"sofrer_alteracoes\", \"densidade\", \"habilitacoes\", \"comparado\", \"novas_habilitacoes\", \"relatorios_publicados_refletem\", \"linhas_fixas\", \"alcancou\", \"linhas_ativas\", \"diferentes_tecnologias\", \"registraram\", \"compostos\", \"queda\", \"unidade\", \"apresentaram\", \"indice\", \"assinantes\", \"milhoes\", \"mes\", \"unidades\", \"dados\", \"consolidacao\", \"apresentou\", \"assinatura\", \"numero\", \"domicilios\", \"mil\", \"base\", \"tecnologia\", \"movel\", \"ano\", \"total\", \"reducao\", \"tv\", \"relacao\", \"maior\", \"telefonia\", \"brasil\", \"servico\", \"servicos\", \"mercado\", \"janeiro\", \"distribuicao\", \"grupo\", \"embratel\", \"telesp\", \"smc\", \"telemar\", \"celular\", \"crt\", \"intelig\", \"telecom\", \"vesper\", \"participacoes\", \"telecom_americas\", \"telemar_norte_leste\", \"telecom_italia\", \"holding\", \"tele\", \"tess\", \"telerj\", \"bcp\", \"brt\", \"subsidiarias\", \"maxitel\", \"americel\", \"tim\", \"subsidiaria\", \"tco\", \"atl\", \"controle_acionario\", \"telemig_celular\", \"telepar\", \"controladora\", \"smp\", \"ctbc\", \"telefonica\", \"banda\", \"sercomtel\", \"oi\", \"operacao\", \"transferencia\", \"brasil\", \"operadoras\", \"grupo\", \"operadora\", \"movel\", \"controle\", \"empresas\", \"telefonia\", \"julho\", \"empresa\", \"movel_pessoal_smp\", \"servico\", \"regiao\", \"prestadoras\", \"dezembro\", \"area\", \"fixa\", \"art\", \"capitulo\", \"liminar\", \"paragrafo_unico\", \"artigos\", \"clausula\", \"artigo\", \"tac\", \"sancoes_administrativas\", \"pado\", \"infracao\", \"sancao\", \"esclarece\", \"paragrafo\", \"fins\", \"trf\", \"inciso\", \"vii\", \"suspensao\", \"judicial\", \"decisao_judicial\", \"vi\", \"reparacao\", \"regulamentacao_especifica\", \"rgc\", \"fornecimento\", \"determina\", \"referido\", \"disposicoes\", \"intervencao\", \"decisao\", \"mediante\", \"recurso\", \"apuracao\", \"determinacao\", \"procedimento\", \"lei\", \"determinou\", \"regulamento\", \"pedido\", \"prestadora\", \"aplicacao\", \"prazo\", \"lgt\", \"contrato\", \"anexo\", \"caso\", \"procedimentos\", \"termos\", \"resolucao\", \"conforme\", \"documento\", \"processo\", \"alteracoes\", \"dias\", \"acordo\", \"estabelece\", \"bem\", \"forma\", \"condicoes\", \"aprovado\", \"regras\", \"prestacao\", \"data\", \"publico\", \"servico\", \"informacoes\", \"relacao\", \"geral\", \"reclamacoes\", \"portabilidade\", \"indicadores\", \"coleta\", \"medicoes\", \"reparo\", \"afericao\", \"queixas\", \"medicao\", \"mudar\", \"qualidade_percebida\", \"qualidade\", \"portabilidade_numerica\", \"voluntarios\", \"medicoes_realizadas\", \"aplicativos\", \"satisfacao\", \"aplicativo\", \"interrupcoes\", \"atendimentos\", \"taxa\", \"sms\", \"consumidores\", \"solicitacoes\", \"eaq\", \"reclamacao\", \"dias_uteis\", \"tentativas\", \"avaliadas\", \"art_inciso\", \"melhoria\", \"usuario\", \"casos\", \"usuarios\", \"banda_larga\", \"consumidor\", \"resultados\", \"assinante\", \"cobranca\", \"prestadora\", \"prestadoras\", \"central\", \"fixa\", \"numero\", \"atendimento\", \"movel\", \"indicador\", \"servico\", \"telefonia\", \"informacoes\", \"partir\", \"dados\", \"mes\", \"servicos\", \"operadoras\", \"total\", \"meio\", \"caso\", \"dias\", \"interconexao\", \"exploracao_industrial\", \"pms\", \"provedores\", \"atacado\", \"eild\", \"redes\", \"provedor\", \"modelos\", \"mercado_significativo_pms\", \"bases\", \"correio\", \"mobilidade\", \"valor_adicionado\", \"geracao\", \"alta_velocidade\", \"conteudo\", \"ip\", \"prestador\", \"separacao_alocacao\", \"rede\", \"relevante\", \"diminuir\", \"entretenimento\", \"custos\", \"competidores\", \"elementos\", \"trafego\", \"ultima_milha\", \"acesso\", \"poder\", \"voz\", \"oferta\", \"internet\", \"infraestrutura\", \"servicos\", \"regulamentacao\", \"remuneracao\", \"conexao\", \"multimidia\", \"modelo\", \"mercado\", \"competicao\", \"infra_estrutura\", \"aplicacoes\", \"prestadoras\", \"uso\", \"dados\", \"novas\", \"precos\", \"servico\", \"banda_larga\", \"evolucao\", \"condicoes\", \"novos\", \"comunicacao\", \"novo\", \"forma\", \"brasil\", \"usuarios\", \"desligamento\", \"emissoras\", \"radio\", \"analogica\", \"digital\", \"sinal_analogico\", \"recepcao\", \"kit\", \"kits\", \"radiodifusao\", \"fm\", \"canais\", \"retransmissao\", \"gired\", \"analogico\", \"rtv\", \"emissora\", \"televisao\", \"aberta\", \"sons_imagens\", \"el\", \"conversor\", \"sinal\", \"padrao\", \"sbtvd\", \"digitalizacao\", \"padrao_tecnologico\", \"redistribuicao_digitalizacao\", \"receptores\", \"del\", \"testes\", \"transmissao\", \"canal\", \"tv\", \"sistema\", \"distribuicao\", \"programas\", \"implantacao\", \"radiodifusao_sonora\", \"processo\", \"paulo\", \"brasil\", \"tecnologia\", \"relatorio\", \"grupo\", \"dias\", \"final\", \"pesquisa\", \"dia\", \"consulta\", \"contribuicoes\", \"encaminhadas\", \"carta\", \"sistema_interativo\", \"biblioteca\", \"manifestacoes\", \"publica\", \"formulario_eletronico\", \"manifestacoes_encaminhadas\", \"consideradas\", \"sacp\", \"manifestacoes_recebidas\", \"sacp_disponivel\", \"correspondencia_eletronica\", \"correspondencia_eletronica_recebidas\", \"texto_completo\", \"correio_eletronico\", \"devidamente_identificadas\", \"bloco_terreo_biblioteca\", \"contribuicoes_sugestoes_fundamentadas\", \"comentarios\", \"acompanhamento\", \"proposta\", \"enviadas\", \"consultas_publicas\", \"permanecerao_disposicao\", \"escrito\", \"audiencias_publicas\", \"manifestacoes_recebidas_merecerao_exame\", \"sugestoes\", \"audiencia\", \"disponivel\", \"alteracao\", \"gov_br\", \"www\", \"portal\", \"regulamento\", \"meio\", \"dia\", \"sociedade\", \"pagina\", \"propostas\", \"internet\", \"objetivo\", \"publico\", \"fax\", \"marco\", \"horas\", \"brasilia\", \"agencia\", \"edital\", 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\"ziller\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26]};\n",
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      ],
      "text/plain": [
       "PreparedData(topic_coordinates=           Freq  cluster  topics         x         y\n",
       "topic                                               \n",
       "0      3.072523        1       1  0.097544  0.013954\n",
       "1      3.869864        1       2 -0.021735 -0.157360\n",
       "2      3.012644        1       3 -0.027567  0.142225\n",
       "3      5.068987        1       4  0.147041  0.051499\n",
       "4      3.453862        1       5 -0.021102 -0.038207\n",
       "5      2.361295        1       6 -0.095216 -0.004663\n",
       "6      2.662968        1       7 -0.131837  0.039887\n",
       "7      7.328286        1       8  0.018828 -0.089508\n",
       "8      2.746767        1       9 -0.073574 -0.050648\n",
       "9      5.489237        1      10 -0.247635  0.147428\n",
       "10     3.976890        1      11  0.111174  0.004673\n",
       "11     2.933231        1      12 -0.092301 -0.024974\n",
       "12     2.723887        1      13  0.010257 -0.042224\n",
       "13     4.180594        1      14 -0.030548 -0.191012\n",
       "14     3.566046        1      15 -0.155448 -0.053363\n",
       "15     2.800550        1      16 -0.046186  0.131903\n",
       "16     5.655727        1      17  0.152402  0.071014\n",
       "17     3.451374        1      18  0.098645  0.054549\n",
       "18     4.858245        1      19  0.068877  0.002601\n",
       "19     4.535119        1      20  0.137606  0.028300\n",
       "20     4.281589        1      21  0.103001 -0.074309\n",
       "21     3.117649        1      22  0.026856 -0.049363\n",
       "22     5.068171        1      23 -0.049163  0.023781\n",
       "23     3.231648        1      24 -0.026154  0.033711\n",
       "24     2.971324        1      25 -0.032816 -0.071390\n",
       "25     3.581521        1      26  0.079050  0.101496, topic_info=      Category          Freq                               Term         Total  \\\n",
       "term                                                                            \n",
       "36     Default   8055.000000                           imprensa   8055.000000   \n",
       "6      Default   8754.000000                         assessoria   8754.000000   \n",
       "1      Default  14900.000000                            agencia  14900.000000   \n",
       "59     Default   4504.000000                            publica   4504.000000   \n",
       "44     Default  10427.000000                           nacional  10427.000000   \n",
       "861    Default   5182.000000                                fax   5182.000000   \n",
       "2625   Default   4237.000000                               mail   4237.000000   \n",
       "784    Default   3651.000000                           consulta   3651.000000   \n",
       "148    Default   8612.000000                            servico   8612.000000   \n",
       "171    Default   5353.000000                        atendimento   5353.000000   \n",
       "228    Default   7871.000000                           servicos   7871.000000   \n",
       "11398  Default   3335.000000                  jornalistas_fones   3335.000000   \n",
       "93     Default   6146.000000                                dia   6146.000000   \n",
       "722    Default   3370.000000                                 tv   3370.000000   \n",
       "846    Default   2784.000000                        comunicacao   2784.000000   \n",
       "14     Default   2647.000000                           conselho   2647.000000   \n",
       "22     Default   2446.000000                            diretor   2446.000000   \n",
       "213    Default   3400.000000                         presidente   3400.000000   \n",
       "11391  Default   2373.000000                                apc   2373.000000   \n",
       "38     Default   1948.000000                          licitacao   1948.000000   \n",
       "57     Default   2705.000000                           proposta   2705.000000   \n",
       "840    Default   1955.000000                            celular   1955.000000   \n",
       "1558   Default   1909.000000                             social   1909.000000   \n",
       "339    Default   2216.000000                         assinatura   2216.000000   \n",
       "872    Default   1535.000000                                mhz   1535.000000   \n",
       "10     Default   4804.000000                           brasilia   4804.000000   \n",
       "319    Default   2400.000000                                uso   2400.000000   \n",
       "314    Default   3139.000000                        regulamento   3139.000000   \n",
       "8      Default   4217.000000                             brasil   4217.000000   \n",
       "1701   Default   1543.000000                    universalizacao   1543.000000   \n",
       "...        ...           ...                                ...           ...   \n",
       "1282   Topic26    268.252756                          municipio    406.885989   \n",
       "8919   Topic26     78.356116  longa_distancia_internacional_ldi    119.617221   \n",
       "8070   Topic26    102.719369                   modalidade_local    157.569077   \n",
       "3342   Topic26     32.184568                      bahia_sergipe     50.290062   \n",
       "5945   Topic26     32.403615                  londrina_tamarana     51.122167   \n",
       "144    Topic26   1335.791957                                rio   2173.802613   \n",
       "660    Topic26    134.263966                           maranhao    216.236588   \n",
       "106    Topic26    652.688415                             estado   1160.794648   \n",
       "137    Topic26    802.188382                             regiao   1606.856488   \n",
       "335    Topic26   1044.561670                               area   2208.464198   \n",
       "97     Topic26    274.818982                   distrito_federal    514.140581   \n",
       "150    Topic26    694.432830                                sul   1531.704774   \n",
       "112    Topic26    635.539120                             grande   1430.415190   \n",
       "130    Topic26    889.297226                              paulo   2244.819162   \n",
       "2138   Topic26    126.705110                       outorgas_pgo    226.150224   \n",
       "119    Topic26    671.486227                            janeiro   2239.023782   \n",
       "81     Topic26    485.390023                        autorizacao   1609.744754   \n",
       "870    Topic26    258.703696                             locais    671.208904   \n",
       "1277   Topic26    346.520252                              local   1050.733901   \n",
       "138    Topic26    263.043905                            regioes    704.373162   \n",
       "515    Topic26    376.109920                               stfc   1319.375395   \n",
       "298    Topic26    212.898643                          numeracao    542.559243   \n",
       "133    Topic26    412.505775                          prestacao   2050.868367   \n",
       "2065   Topic26    222.180861                             termos    638.337510   \n",
       "1417   Topic26    231.524918                          populacao    773.584401   \n",
       "25     Topic26    283.143423                            empresa   1647.434789   \n",
       "44     Topic26    474.473691                           nacional  10427.011505   \n",
       "454    Topic26    271.004470                                mil   2335.621376   \n",
       "2011   Topic26    224.960040                         habitantes    910.760413   \n",
       "1687   Topic26    215.775696                             quatro    801.592055   \n",
       "\n",
       "       loglift  logprob  \n",
       "term                     \n",
       "36     30.0000  30.0000  \n",
       "6      29.0000  29.0000  \n",
       "1      28.0000  28.0000  \n",
       "59     27.0000  27.0000  \n",
       "44     26.0000  26.0000  \n",
       "861    25.0000  25.0000  \n",
       "2625   24.0000  24.0000  \n",
       "784    23.0000  23.0000  \n",
       "148    22.0000  22.0000  \n",
       "171    21.0000  21.0000  \n",
       "228    20.0000  20.0000  \n",
       "11398  19.0000  19.0000  \n",
       "93     18.0000  18.0000  \n",
       "722    17.0000  17.0000  \n",
       "846    16.0000  16.0000  \n",
       "14     15.0000  15.0000  \n",
       "22     14.0000  14.0000  \n",
       "213    13.0000  13.0000  \n",
       "11391  12.0000  12.0000  \n",
       "38     11.0000  11.0000  \n",
       "57     10.0000  10.0000  \n",
       "840     9.0000   9.0000  \n",
       "1558    8.0000   8.0000  \n",
       "339     7.0000   7.0000  \n",
       "872     6.0000   6.0000  \n",
       "10      5.0000   5.0000  \n",
       "319     4.0000   4.0000  \n",
       "314     3.0000   3.0000  \n",
       "8       2.0000   2.0000  \n",
       "1701    1.0000   1.0000  \n",
       "...        ...      ...  \n",
       "1282    2.9128  -5.1312  \n",
       "8919    2.9063  -6.3619  \n",
       "8070    2.9015  -6.0911  \n",
       "3342    2.8831  -7.2517  \n",
       "5945    2.8734  -7.2449  \n",
       "144     2.8424  -3.5259  \n",
       "660     2.8528  -5.8233  \n",
       "106     2.7536  -4.2420  \n",
       "137     2.6347  -4.0358  \n",
       "335     2.5807  -3.7718  \n",
       "97      2.7030  -5.1070  \n",
       "150     2.5383  -4.1801  \n",
       "112     2.5181  -4.2687  \n",
       "130     2.4034  -3.9327  \n",
       "2138    2.7500  -5.8813  \n",
       "119     2.1251  -4.2137  \n",
       "81      2.1305  -4.5382  \n",
       "870     2.3760  -5.1675  \n",
       "1277    2.2201  -4.8752  \n",
       "138     2.3444  -5.1508  \n",
       "515     2.0744  -4.7933  \n",
       "298     2.3939  -5.3623  \n",
       "133     1.7256  -4.7009  \n",
       "2065    2.2740  -5.3197  \n",
       "1417    2.1230  -5.2785  \n",
       "25      1.5684  -5.0772  \n",
       "44      0.2394  -4.5609  \n",
       "454     1.1755  -5.1210  \n",
       "2011    1.9310  -5.3072  \n",
       "1687    2.0170  -5.3489  \n",
       "\n",
       "[1527 rows x 6 columns], token_table=       Topic      Freq    Term\n",
       "term                          \n",
       "2607       1  0.007077     aba\n",
       "2607       2  0.007077     aba\n",
       "2607       3  0.007077     aba\n",
       "2607       4  0.007077     aba\n",
       "2607       5  0.007077     aba\n",
       "2607       6  0.007077     aba\n",
       "2607       7  0.007077     aba\n",
       "2607       8  0.007077     aba\n",
       "2607       9  0.007077     aba\n",
       "2607      10  0.007077     aba\n",
       "2607      11  0.007077     aba\n",
       "2607      12  0.007077     aba\n",
       "2607      13  0.007077     aba\n",
       "2607      14  0.007077     aba\n",
       "2607      15  0.007077     aba\n",
       "2607      16  0.007077     aba\n",
       "2607      17  0.870484     aba\n",
       "2607      18  0.007077     aba\n",
       "2607      19  0.007077     aba\n",
       "2607      20  0.007077     aba\n",
       "2607      21  0.007077     aba\n",
       "2607      22  0.007077     aba\n",
       "2607      23  0.007077     aba\n",
       "2607      24  0.007077     aba\n",
       "2607      25  0.007077     aba\n",
       "2607      26  0.007077     aba\n",
       "2965       1  0.003082  aberta\n",
       "2965       2  0.003082  aberta\n",
       "2965       3  0.003082  aberta\n",
       "2965       4  0.003082  aberta\n",
       "...      ...       ...     ...\n",
       "3373      22  0.001274     www\n",
       "3373      23  0.571971     www\n",
       "3373      24  0.001274     www\n",
       "3373      25  0.001274     www\n",
       "3373      26  0.001274     www\n",
       "15574      1  0.010199  ziller\n",
       "15574      2  0.010199  ziller\n",
       "15574      3  0.010199  ziller\n",
       "15574      4  0.010199  ziller\n",
       "15574      5  0.010199  ziller\n",
       "15574      7  0.010199  ziller\n",
       "15574      8  0.010199  ziller\n",
       "15574      9  0.010199  ziller\n",
       "15574     10  0.010199  ziller\n",
       "15574     11  0.010199  ziller\n",
       "15574     12  0.010199  ziller\n",
       "15574     13  0.010199  ziller\n",
       "15574     14  0.010199  ziller\n",
       "15574     15  0.815932  ziller\n",
       "15574     16  0.010199  ziller\n",
       "15574     17  0.010199  ziller\n",
       "15574     18  0.010199  ziller\n",
       "15574     19  0.010199  ziller\n",
       "15574     20  0.010199  ziller\n",
       "15574     21  0.010199  ziller\n",
       "15574     22  0.010199  ziller\n",
       "15574     23  0.010199  ziller\n",
       "15574     24  0.010199  ziller\n",
       "15574     25  0.010199  ziller\n",
       "15574     26  0.010199  ziller\n",
       "\n",
       "[30290 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def malletmodel2ldamodelMy(mallet_model, gamma_threshold=0.001, iterations=50):\n",
    " \"\"\"\n",
    " Function to convert mallet model to gensim LdaModel. This works by copying the\n",
    " training model weights (alpha, beta...) from a trained mallet model into the\n",
    " gensim model.\n",
    "\n",
    " Args:\n",
    " mallet_model : Trained mallet model\n",
    " gamma_threshold : To be used for inference in the new LdaModel.\n",
    " iterations : number of iterations to be used for inference in the new LdaModel.\n",
    "\n",
    " Returns:\n",
    " model_gensim : LdaModel instance; copied gensim LdaModel\n",
    " \"\"\"\n",
    " model_gensim = gensim.models.LdaModel(\n",
    "   id2word=mallet_model.id2word, num_topics=mallet_model.num_topics,\n",
    "   alpha=mallet_model.alpha, iterations=iterations,\n",
    "   eta=mallet_model.word_topics,\n",
    "   gamma_threshold=gamma_threshold,\n",
    "   dtype=np.float64 # don't loose precision when converting from MALLET\n",
    " )\n",
    " model_gensim.expElogbeta[:] = mallet_model.wordtopics\n",
    " return model_gensim\n",
    "\n",
    "ldamallet = gensim.utils.SaveLoad.load('anatel-option1-ldamalletmodel')\n",
    "\n",
    "lda_model = malletmodel2ldamodelMy(ldamallet)\n",
    "lda_model.save('anatel-option1-ldamodel')\n",
    "\n",
    "pyLDAvis.enable_notebook()\n",
    "vis = pyLDAvis.gensim.prepare(lda_model, corpus, id2word, sort_topics=False)\n",
    "vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topico</th>\n",
       "      <th>Keywords</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>mhz, uso, servico, faixa, faixas, servicos, movel, espectro, radiofrequencia, ghz, autorizacao, prestacao, condicoes, frequencias, regulamento, sistemas, frequencia, resolucao, blocos, estacoes, cobertura, autorizacoes, aplicacoes, ponto, interesse, uniao, norma, utilizacao, proposta, subfaixas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>uit, paises, internacional, brasil, reuniao, desenvolvimento, grupo, trabalho, uniao, membros, comunicacoes, conferencia, encontro, citel, estudos, brasileira, geral, comissao, setor, informacao, organizacao, vice, cooperacao, americas, trabalhos, estudo, representantes, acordo, dois, pais</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>tv, servico, assinatura, agencia, cabo, nacional, empresa, mmds, servicos, prestacao, assessoria, comunicacao, empresas, mil, prazo, valor, dia, brasilia, pagamento, ltda, contrato, outorga, tvc, prorrogacao, diretor, conselho, data, imprensa, outorgas, total</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>chamadas, valor, tarifas, longa_distancia, servico, codigo, telefonia, ligacoes, valores, usuarios, usuario, reajuste, area, local, fixa, concessionarias, chamada, tarifacao, numeros, locais, prestadoras, movel, numero, nacional, stfc, partir, precos, uso, telefones, periodo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>sp, pe, ma, rj, pi, nova, sul, mt, rio, mg, pa, es, jose, rs, ba, pr, novo, joao, piaui_pi, grande, municipios, barra, norte, sc, ce, goias_go, minas, santo_antonio, campo, campos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>diretor, conselho, reuniao, agencia, meio, sede, quinta, vivo, internet, reunioes, pauta, sala, partir, publico, partes, imprensa, brasilia, realiza, bloco, site, disponiveis, materias, pagina, sorteios, telao_instalado, manifestacao_oral, sorteio, hoje, excecao, acompanha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>comunicacao, social, agencia, parlamentar, assessoria, nacional, brasilia, renato_navarro_guerreiro, hoje, amanha, paulo, area, renato_guerreiro, service, services, entrevista_coletiva, smp, guerreiro, luiz_francisco_perrone, will_be, rio, international, antonio_carlos_valente, million, region, site, veiga, perrone, conselheiro, access</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>disse, pais, empresas, presidente, agencia, segundo, hoje, ano, guerreiro, anos, mercado, informou, setor, milhoes, afirmou, nacional, telefonia, destacou, valente, explicou, grande, questao, competicao, vez, maior, novo, importante, vem, processo, conselheiro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>conselho, diretor, agencia, conselheiro, servicos, geral, usuarios, presidente, conselho_consultivo, comunicacoes, ministerio, hoje, comite, novembro, mandato, membros, novo, tres, representantes, brasilia, entidades, conselheiros, reuniao, plano, sociedade, presidencia, representante, direito, anos, diario_oficial</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>imprensa, agencia, assessoria, nacional, fax, mail, atendimento, jornalistas_fones, apc, dia, brasilia, segunda, quarta, sexta, tels, quinta, uniao_dou, terca, outubro, leite, setembro, valente, conselheiro, superintendente, antonio_carlos_valente, cerasoli, novembro, agosto, luiz_guilherme_schymura, pereira_filho</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10.0</td>\n",
       "      <td>universalizacao, metas, plano, servicos, contratos, geral, fixa, servico, concessao, publico, telefonia, concessionarias, fust, dezembro, atendimento, obrigacoes, acesso, recursos, stfc, fundo, lei, localidades, cumprimento, uso, publicos, classe, telefones, telefonico_fixo_comutado_stfc, competicao, saude</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11.0</td>\n",
       "      <td>dia, marco, cidadao, espaco_cultural, agencia, assessoria, brasilia, horas, imprensa, sala, nacional, atendimento, sexta, semana, mulher, cidadaos, setor, anos, segunda, cidade, grupo, vida, centro, publico, dias, fazer, hoje, sabado, palestra, partir</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12.0</td>\n",
       "      <td>equipamentos, produtos, certificacao, agencia, celulares, processo, certificacao_homologacao, nacional, avaliacao, sistema, dia, aparelhos, testes, energia, resolucao, conformidade, homologacao, categoria, equipamento, seguranca, procedimentos, norma, partir, requisitos, modelo, empresas, tecnicos, bloqueio, sinais, maio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13.0</td>\n",
       "      <td>setor, evento, brasil, desenvolvimento, sociedade, seminario, abertura, informacao, painel, forum, comunicacoes, tema, tecnologia, palestra, inclusao, social, ministro, participacao, paulo, regulacao, governo, tecnologias, temas, negocios, desafios, realizado, promovido, objetivo, educacao, dia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14.0</td>\n",
       "      <td>presidente, agencia, nacional, assessoria, servicos, comissao, imprensa, ministerio, superintendente, gerente, consumidor, defesa, audiencia, camara, apresentacao, brasilia, encontro, paulo, silva, geral, representantes, vice, deputados, jose, associacao_brasileira, araujo, schymura, fones, participa, debate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15.0</td>\n",
       "      <td>servico, nacional, agencia, autorizacao, mil, diario_oficial, imprensa, janeiro, prestacao, assessoria, ato, empresas, partir, scm, empresa, atendimento, uniao_dou, brasilia, autorizacoes, localidades, ltda, servicos, scd, conselho, publicacao, mail, territorio, cinco, fax, habitantes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16.0</td>\n",
       "      <td>milhoes, acessos, crescimento, movel, dados, assinatura, mil, servico, servicos, tv, telefonia, assinantes, numero, ano, brasil, mes, indice, total, tecnologia, janeiro, linhas, relacao, teledensidade, maior, mercado, densidade, base, federacao, reducao, grupo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17.0</td>\n",
       "      <td>celular, brasil, telecom, smp, smc, embratel, movel, telemar, telefonia, telefonica, empresas, operacao, servico, operadoras, tim, grupo, banda, empresa, telesp, oi, julho, prestadoras, regiao, participacoes, controle, dezembro, area, operadora, sercomtel, fixa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18.0</td>\n",
       "      <td>regulamento, art, prestadora, decisao, lei, prazo, artigo, dias, processo, caso, servico, resolucao, acordo, forma, prestacao, condicoes, conforme, bem, contrato, termos, publico, pedido, aplicacao, informacoes, regras, geral, procedimentos, documento, aprovado, relacao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19.0</td>\n",
       "      <td>qualidade, usuarios, atendimento, servico, usuario, prestadoras, movel, fixa, prestadora, reclamacoes, banda_larga, indicadores, numero, telefonia, servicos, taxa, consumidor, partir, dados, informacoes, consumidores, solicitacoes, mes, resultados, cobranca, portabilidade, meio, total, operadoras, dias</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20.0</td>\n",
       "      <td>servicos, acesso, internet, redes, rede, servico, regulamentacao, prestadoras, mercado, uso, modelo, interconexao, dados, oferta, competicao, custos, novas, banda_larga, comunicacao, conteudo, multimidia, novos, precos, novo, brasil, voz, poder, forma, condicoes, usuarios</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21.0</td>\n",
       "      <td>digital, tv, televisao, canais, sistema, radio, radiodifusao, transmissao, paulo, processo, brasil, distribuicao, testes, desligamento, aberta, padrao, sinal, emissoras, implantacao, tecnologia, canal, grupo, dias, analogica, final, recepcao, sinal_analogico, programas, dia, digitalizacao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22.0</td>\n",
       "      <td>publica, consulta, proposta, dia, contribuicoes, regulamento, meio, acompanhamento, audiencia, disponivel, sociedade, encaminhadas, carta, internet, sistema_interativo, gov_br, fax, alteracao, consideradas, portal, propostas, www, publico, agencia, biblioteca, brasilia, objetivo, pagina, manifestacoes, marco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23.0</td>\n",
       "      <td>licitacao, edital, propostas, dia, exploracao, direito, preco, satelite, brasilia, interessados, empresas, lotes, banda, sessao, tres, lote, documentos, brasil, milhoes, habilitacao, anos, leilao, satelites, hoje, comissao_especial, documentacao, agencia, valor, resultado, brasileiro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24.0</td>\n",
       "      <td>agencia, fiscalizacao, acoes, servicos, informacoes, publico, brasilia, regulacao, publicos, curso, atividades, sistema, concurso, gestao, centro, objetivo, controle, meio, administracao, final, processos, trabalho, pesquisa, realizacao, vagas, sede, analise, projetos, servidores, funcionamento</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25.0</td>\n",
       "      <td>rio, municipios, area, areas, paulo, regiao, estados, sul, janeiro, estado, grande, autorizacao, nacional, prestacao, minas_gerais, stfc, parana, local, empresa, distrito_federal, mil, municipio, regioes, locais, goias, mato_grosso, populacao, habitantes, termos, quatro</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topico  \\\n",
       "0      0.0   \n",
       "1      1.0   \n",
       "2      2.0   \n",
       "3      3.0   \n",
       "4      4.0   \n",
       "5      5.0   \n",
       "6      6.0   \n",
       "7      7.0   \n",
       "8      8.0   \n",
       "9      9.0   \n",
       "10    10.0   \n",
       "11    11.0   \n",
       "12    12.0   \n",
       "13    13.0   \n",
       "14    14.0   \n",
       "15    15.0   \n",
       "16    16.0   \n",
       "17    17.0   \n",
       "18    18.0   \n",
       "19    19.0   \n",
       "20    20.0   \n",
       "21    21.0   \n",
       "22    22.0   \n",
       "23    23.0   \n",
       "24    24.0   \n",
       "25    25.0   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                             Keywords  \n",
       "0                                             mhz, uso, servico, faixa, faixas, servicos, movel, espectro, radiofrequencia, ghz, autorizacao, prestacao, condicoes, frequencias, regulamento, sistemas, frequencia, resolucao, blocos, estacoes, cobertura, autorizacoes, aplicacoes, ponto, interesse, uniao, norma, utilizacao, proposta, subfaixas  \n",
       "1                                                  uit, paises, internacional, brasil, reuniao, desenvolvimento, grupo, trabalho, uniao, membros, comunicacoes, conferencia, encontro, citel, estudos, brasileira, geral, comissao, setor, informacao, organizacao, vice, cooperacao, americas, trabalhos, estudo, representantes, acordo, dois, pais  \n",
       "2                                                                                 tv, servico, assinatura, agencia, cabo, nacional, empresa, mmds, servicos, prestacao, assessoria, comunicacao, empresas, mil, prazo, valor, dia, brasilia, pagamento, ltda, contrato, outorga, tvc, prorrogacao, diretor, conselho, data, imprensa, outorgas, total  \n",
       "3                                                                 chamadas, valor, tarifas, longa_distancia, servico, codigo, telefonia, ligacoes, valores, usuarios, usuario, reajuste, area, local, fixa, concessionarias, chamada, tarifacao, numeros, locais, prestadoras, movel, numero, nacional, stfc, partir, precos, uso, telefones, periodo  \n",
       "4                                                                                                                                                                 sp, pe, ma, rj, pi, nova, sul, mt, rio, mg, pa, es, jose, rs, ba, pr, novo, joao, piaui_pi, grande, municipios, barra, norte, sc, ce, goias_go, minas, santo_antonio, campo, campos  \n",
       "5                                                                   diretor, conselho, reuniao, agencia, meio, sede, quinta, vivo, internet, reunioes, pauta, sala, partir, publico, partes, imprensa, brasilia, realiza, bloco, site, disponiveis, materias, pagina, sorteios, telao_instalado, manifestacao_oral, sorteio, hoje, excecao, acompanha  \n",
       "6   comunicacao, social, agencia, parlamentar, assessoria, nacional, brasilia, renato_navarro_guerreiro, hoje, amanha, paulo, area, renato_guerreiro, service, services, entrevista_coletiva, smp, guerreiro, luiz_francisco_perrone, will_be, rio, international, antonio_carlos_valente, million, region, site, veiga, perrone, conselheiro, access  \n",
       "7                                                                                disse, pais, empresas, presidente, agencia, segundo, hoje, ano, guerreiro, anos, mercado, informou, setor, milhoes, afirmou, nacional, telefonia, destacou, valente, explicou, grande, questao, competicao, vez, maior, novo, importante, vem, processo, conselheiro  \n",
       "8                        conselho, diretor, agencia, conselheiro, servicos, geral, usuarios, presidente, conselho_consultivo, comunicacoes, ministerio, hoje, comite, novembro, mandato, membros, novo, tres, representantes, brasilia, entidades, conselheiros, reuniao, plano, sociedade, presidencia, representante, direito, anos, diario_oficial  \n",
       "9                         imprensa, agencia, assessoria, nacional, fax, mail, atendimento, jornalistas_fones, apc, dia, brasilia, segunda, quarta, sexta, tels, quinta, uniao_dou, terca, outubro, leite, setembro, valente, conselheiro, superintendente, antonio_carlos_valente, cerasoli, novembro, agosto, luiz_guilherme_schymura, pereira_filho  \n",
       "10                                universalizacao, metas, plano, servicos, contratos, geral, fixa, servico, concessao, publico, telefonia, concessionarias, fust, dezembro, atendimento, obrigacoes, acesso, recursos, stfc, fundo, lei, localidades, cumprimento, uso, publicos, classe, telefones, telefonico_fixo_comutado_stfc, competicao, saude  \n",
       "11                                                                                        dia, marco, cidadao, espaco_cultural, agencia, assessoria, brasilia, horas, imprensa, sala, nacional, atendimento, sexta, semana, mulher, cidadaos, setor, anos, segunda, cidade, grupo, vida, centro, publico, dias, fazer, hoje, sabado, palestra, partir  \n",
       "12                 equipamentos, produtos, certificacao, agencia, celulares, processo, certificacao_homologacao, nacional, avaliacao, sistema, dia, aparelhos, testes, energia, resolucao, conformidade, homologacao, categoria, equipamento, seguranca, procedimentos, norma, partir, requisitos, modelo, empresas, tecnicos, bloqueio, sinais, maio  \n",
       "13                                            setor, evento, brasil, desenvolvimento, sociedade, seminario, abertura, informacao, painel, forum, comunicacoes, tema, tecnologia, palestra, inclusao, social, ministro, participacao, paulo, regulacao, governo, tecnologias, temas, negocios, desafios, realizado, promovido, objetivo, educacao, dia  \n",
       "14                              presidente, agencia, nacional, assessoria, servicos, comissao, imprensa, ministerio, superintendente, gerente, consumidor, defesa, audiencia, camara, apresentacao, brasilia, encontro, paulo, silva, geral, representantes, vice, deputados, jose, associacao_brasileira, araujo, schymura, fones, participa, debate  \n",
       "15                                                      servico, nacional, agencia, autorizacao, mil, diario_oficial, imprensa, janeiro, prestacao, assessoria, ato, empresas, partir, scm, empresa, atendimento, uniao_dou, brasilia, autorizacoes, localidades, ltda, servicos, scd, conselho, publicacao, mail, territorio, cinco, fax, habitantes  \n",
       "16                                                                               milhoes, acessos, crescimento, movel, dados, assinatura, mil, servico, servicos, tv, telefonia, assinantes, numero, ano, brasil, mes, indice, total, tecnologia, janeiro, linhas, relacao, teledensidade, maior, mercado, densidade, base, federacao, reducao, grupo  \n",
       "17                                                                              celular, brasil, telecom, smp, smc, embratel, movel, telemar, telefonia, telefonica, empresas, operacao, servico, operadoras, tim, grupo, banda, empresa, telesp, oi, julho, prestadoras, regiao, participacoes, controle, dezembro, area, operadora, sercomtel, fixa  \n",
       "18                                                                     regulamento, art, prestadora, decisao, lei, prazo, artigo, dias, processo, caso, servico, resolucao, acordo, forma, prestacao, condicoes, conforme, bem, contrato, termos, publico, pedido, aplicacao, informacoes, regras, geral, procedimentos, documento, aprovado, relacao  \n",
       "19                                    qualidade, usuarios, atendimento, servico, usuario, prestadoras, movel, fixa, prestadora, reclamacoes, banda_larga, indicadores, numero, telefonia, servicos, taxa, consumidor, partir, dados, informacoes, consumidores, solicitacoes, mes, resultados, cobranca, portabilidade, meio, total, operadoras, dias  \n",
       "20                                                                   servicos, acesso, internet, redes, rede, servico, regulamentacao, prestadoras, mercado, uso, modelo, interconexao, dados, oferta, competicao, custos, novas, banda_larga, comunicacao, conteudo, multimidia, novos, precos, novo, brasil, voz, poder, forma, condicoes, usuarios  \n",
       "21                                                  digital, tv, televisao, canais, sistema, radio, radiodifusao, transmissao, paulo, processo, brasil, distribuicao, testes, desligamento, aberta, padrao, sinal, emissoras, implantacao, tecnologia, canal, grupo, dias, analogica, final, recepcao, sinal_analogico, programas, dia, digitalizacao  \n",
       "22                              publica, consulta, proposta, dia, contribuicoes, regulamento, meio, acompanhamento, audiencia, disponivel, sociedade, encaminhadas, carta, internet, sistema_interativo, gov_br, fax, alteracao, consideradas, portal, propostas, www, publico, agencia, biblioteca, brasilia, objetivo, pagina, manifestacoes, marco  \n",
       "23                                                       licitacao, edital, propostas, dia, exploracao, direito, preco, satelite, brasilia, interessados, empresas, lotes, banda, sessao, tres, lote, documentos, brasil, milhoes, habilitacao, anos, leilao, satelites, hoje, comissao_especial, documentacao, agencia, valor, resultado, brasileiro  \n",
       "24                                            agencia, fiscalizacao, acoes, servicos, informacoes, publico, brasilia, regulacao, publicos, curso, atividades, sistema, concurso, gestao, centro, objetivo, controle, meio, administracao, final, processos, trabalho, pesquisa, realizacao, vagas, sede, analise, projetos, servidores, funcionamento  \n",
       "25                                                                     rio, municipios, area, areas, paulo, regiao, estados, sul, janeiro, estado, grande, autorizacao, nacional, prestacao, minas_gerais, stfc, parana, local, empresa, distrito_federal, mil, municipio, regioes, locais, goias, mato_grosso, populacao, habitantes, termos, quatro  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lda_model = gensim.models.ldamodel.LdaModel.load('anatel-option1-ldamodel')\n",
    "\n",
    "def print_topics(ldamodel=lda_model):\n",
    "    topics_df = pd.DataFrame()\n",
    "\n",
    "    for topic_num in range(num_topics):\n",
    "        topic_row = ldamodel.show_topic(topic_num,topn=30)\n",
    "        topic_keywords = \", \".join([word for word, prop in topic_row])\n",
    "        topics_df = topics_df.append(pd.Series([int(topic_num), topic_keywords]), ignore_index=True)\n",
    "    topics_df.columns = ['Topico', 'Keywords']\n",
    "    return topics_df\n",
    "    \n",
    "topics_df = print_topics(lda_model)\n",
    "pd.options.display.max_colwidth = 350\n",
    "topics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Notícia mais representativa para cada tópico"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topic_Num</th>\n",
       "      <th>Topic_Perc_Contrib</th>\n",
       "      <th>Text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5483</td>\n",
       "      <td>O Conselho Diretor da Agência Nacional de Telecomunicações (Anatel) decidiu ontem, 5, em sua 605ª reunião, submeter a consulta pública proposta d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.6099</td>\n",
       "      <td>Agência Nacional de Telecomunicações Assessoria de Imprensa Atendimento aos Jornalistas Fones: (61) 312-2110 / 2242 / 2745 / 2394 / 2150 / 2580 /...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.5975</td>\n",
       "      <td>AGÊNCIA NACIONAL DE TELECOMUNICAÇÕES Assessoria Parlamentar e de Comunicação Social Brasília, 17 de maio de 2001. ANATEL EXTINGUE OUTORGA DA TV B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.7077</td>\n",
       "      <td>A partir desta terça-feira, 28, os usuários que efetuarem chamadas de longa distância para os celulares da área 11 marcadas com oito dígitos terã...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.9796</td>\n",
       "      <td>UF Novo Código Nacional Município AM 92 AUTAZES AM 92 BARREIRINHA AM 92 BOA VISTA DO RAMOS AM 92 BORBA AM 92 CAAPIRANGA AM 92 CAREIRO AM 92 CAREI...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.6194</td>\n",
       "      <td>A Anatel realizou nesta quinta-feira, 18, o sorteio de relatores de matérias a serem deliberadas futuramente pelo Conselho Diretor. Os sorteios p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.8260</td>\n",
       "      <td>AGÊNCIA NACIONAL DE TELECOMUNICAÇÕES Assessoria Parlamentar e de Comunicação Social Brasília, 24 November 2000 GREATER COMPETITION IN SMP C, D, A...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0.5617</td>\n",
       "      <td>Agência Nacional de Telecomunicações - APC Assessoria de Imprensa Tels: (61) 312-2186/312-2110/312- 2242/312-2745/312-2394 312-2150 / 312-2580 / ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>0.6033</td>\n",
       "      <td>O Conselho Consultivo da Agência realiza amanhã, 30, a sua 178ª reunião extraordinária. A Agenda Regulatória 2013/2014, sob a perspectiva da defe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>0.3324</td>\n",
       "      <td>Agência Nacional de Telecomunicações - APC Assessoria de Imprensa Atendimento aos Jornalistas Fones: (61) 312-2110 / 2422 / 2745 / 2394 / 2150 / ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.7346</td>\n",
       "      <td>1 POLÍTICAS PARA POLÍTICAS PARA UNIVERSALIZAÇÃO DO ACESSO À UNIVERSALIZAÇÃO DO ACESSO À INTERNET - O CASO BRASILEIRO INTERNET - O CASO BRASILEIRO...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11.0</td>\n",
       "      <td>0.6553</td>\n",
       "      <td>Agência Nacional de Telecomunicações - APC Assessoria de Imprensa - Atendimento aos Jornalistas Fones: (61) 2312-2186 / 2745 / 2242 / 2580 / 2394...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12.0</td>\n",
       "      <td>0.7348</td>\n",
       "      <td>D i r e i t o s R e s e r v a d o s a o C P q D - 2 0 0 1 Resolução 237 Resolução 237 Regulamento para Regulamento para a a certificação certific...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.5005</td>\n",
       "      <td>Agência Nacional de Telecomunicações - APC Assessoria de Imprensa Atendimento aos Jornalistas Fones: (61) 312-2150 / 2745 / 2394 / 2580 / 2404 Fa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14.0</td>\n",
       "      <td>0.4397</td>\n",
       "      <td>Agência Nacional de Telecomunicações Assessoria de Imprensa Atendimento aos Jornalistas Fones: (61) 312-2110 / 2242 / 2745 / 2394 / 2150 / 2580 /...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15.0</td>\n",
       "      <td>0.6290</td>\n",
       "      <td>Agência Nacional de Telecomunicações - APC Assessoria de Imprensa - Atendimento aos Jornalistas Fones: (61) 312-2186 / 2745 / 2242 / 2580 / 2394 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16.0</td>\n",
       "      <td>0.8343</td>\n",
       "      <td>Com 1.572.533 novas habilitações em junho, telefonia móvel alcança a marca de 106.663.068 milhões de assinantes, um acréscimo de 1,5% em relação ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17.0</td>\n",
       "      <td>0.7251</td>\n",
       "      <td>Telefonia Móvel Acessos em Serviço * em milhões 0 0,03 0,08 2,7 7,4 15,0 23,2 29,2 45,5 58,0 1990 1992 1994 1996 1998 1999 2000 2001 2003 2005 5,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18.0</td>\n",
       "      <td>0.6962</td>\n",
       "      <td>1/6 REGULAMENTO SOBRE FORNECIMENTO DA RELAÇÃO DE ASSINANTES PELAS PRESTADORAS DO SERVIÇO TELEFÔNICO FIXO COMUTADO DESTINADO AO USO DO PÚBLICO EM ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.7788</td>\n",
       "      <td>O Conselho Diretor da Anatel aprovou hoje a realização de consulta pública a respeito de proposta de regulamento que estabelece padrões mínimos d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20.0</td>\n",
       "      <td>0.6776</td>\n",
       "      <td>» 1 1 AGÊNCIA NACIONAL DE TELECOMUNICAÇÕES AGÊNCIA NACIONAL DE TELECOMUNICAÇÕES USO DE SERVIÇOS DE USO DE SERVIÇOS DE USO DE SERVIÇOS DE USO DE S...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21.0</td>\n",
       "      <td>0.7228</td>\n",
       "      <td>A partir desta quarta-feira, 8 de abril de 2015, os moradores de Rio Verde (GO) e da região do Distrito Federal começarão a ser avisados sobre o ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22.0</td>\n",
       "      <td>0.6235</td>\n",
       "      <td>A Anatel realiza amanhã, 23, em Brasília, audiência pública com o objetivo de discutir com a sociedade sua proposta de revisão do Regulamento do ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23.0</td>\n",
       "      <td>0.6392</td>\n",
       "      <td>A Comissão Especial de Licitação (CEL) destinada a conduzir os procedimentos relativos à Licitação nº 1/2014-SOR/SPR/CD-ANATEL para conferir Dire...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.6651</td>\n",
       "      <td>Estarão abertas a partir de 11 de julho as inscrições para o concurso da Agência Nacional de Telecomunicações, que oferece 100 vagas em cargos de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25.0</td>\n",
       "      <td>0.8048</td>\n",
       "      <td>APRESENTAÇÃO SOBRE APRESENTAÇÃO SOBRE “REGULAMENTO PARA “REGULAMENTO PARA EXPEDIÇÃO DE AUTORIZAÇÃO EXPEDIÇÃO DE AUTORIZAÇÃO DO STFC” DO STFC” Bra...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topic_Num  Topic_Perc_Contrib  \\\n",
       "0         0.0              0.5483   \n",
       "1         1.0              0.6099   \n",
       "2         2.0              0.5975   \n",
       "3         3.0              0.7077   \n",
       "4         4.0              0.9796   \n",
       "5         5.0              0.6194   \n",
       "6         6.0              0.8260   \n",
       "7         7.0              0.5617   \n",
       "8         8.0              0.6033   \n",
       "9         9.0              0.3324   \n",
       "10       10.0              0.7346   \n",
       "11       11.0              0.6553   \n",
       "12       12.0              0.7348   \n",
       "13       13.0              0.5005   \n",
       "14       14.0              0.4397   \n",
       "15       15.0              0.6290   \n",
       "16       16.0              0.8343   \n",
       "17       17.0              0.7251   \n",
       "18       18.0              0.6962   \n",
       "19       19.0              0.7788   \n",
       "20       20.0              0.6776   \n",
       "21       21.0              0.7228   \n",
       "22       22.0              0.6235   \n",
       "23       23.0              0.6392   \n",
       "24       24.0              0.6651   \n",
       "25       25.0              0.8048   \n",
       "\n",
       "                                                                                                                                                     Text  \n",
       "0    O Conselho Diretor da Agência Nacional de Telecomunicações (Anatel) decidiu ontem, 5, em sua 605ª reunião, submeter a consulta pública proposta d...  \n",
       "1    Agência Nacional de Telecomunicações Assessoria de Imprensa Atendimento aos Jornalistas Fones: (61) 312-2110 / 2242 / 2745 / 2394 / 2150 / 2580 /...  \n",
       "2    AGÊNCIA NACIONAL DE TELECOMUNICAÇÕES Assessoria Parlamentar e de Comunicação Social Brasília, 17 de maio de 2001. ANATEL EXTINGUE OUTORGA DA TV B...  \n",
       "3    A partir desta terça-feira, 28, os usuários que efetuarem chamadas de longa distância para os celulares da área 11 marcadas com oito dígitos terã...  \n",
       "4    UF Novo Código Nacional Município AM 92 AUTAZES AM 92 BARREIRINHA AM 92 BOA VISTA DO RAMOS AM 92 BORBA AM 92 CAAPIRANGA AM 92 CAREIRO AM 92 CAREI...  \n",
       "5    A Anatel realizou nesta quinta-feira, 18, o sorteio de relatores de matérias a serem deliberadas futuramente pelo Conselho Diretor. Os sorteios p...  \n",
       "6    AGÊNCIA NACIONAL DE TELECOMUNICAÇÕES Assessoria Parlamentar e de Comunicação Social Brasília, 24 November 2000 GREATER COMPETITION IN SMP C, D, A...  \n",
       "7    Agência Nacional de Telecomunicações - APC Assessoria de Imprensa Tels: (61) 312-2186/312-2110/312- 2242/312-2745/312-2394 312-2150 / 312-2580 / ...  \n",
       "8    O Conselho Consultivo da Agência realiza amanhã, 30, a sua 178ª reunião extraordinária. A Agenda Regulatória 2013/2014, sob a perspectiva da defe...  \n",
       "9    Agência Nacional de Telecomunicações - APC Assessoria de Imprensa Atendimento aos Jornalistas Fones: (61) 312-2110 / 2422 / 2745 / 2394 / 2150 / ...  \n",
       "10   1 POLÍTICAS PARA POLÍTICAS PARA UNIVERSALIZAÇÃO DO ACESSO À UNIVERSALIZAÇÃO DO ACESSO À INTERNET - O CASO BRASILEIRO INTERNET - O CASO BRASILEIRO...  \n",
       "11   Agência Nacional de Telecomunicações - APC Assessoria de Imprensa - Atendimento aos Jornalistas Fones: (61) 2312-2186 / 2745 / 2242 / 2580 / 2394...  \n",
       "12   D i r e i t o s R e s e r v a d o s a o C P q D - 2 0 0 1 Resolução 237 Resolução 237 Regulamento para Regulamento para a a certificação certific...  \n",
       "13   Agência Nacional de Telecomunicações - APC Assessoria de Imprensa Atendimento aos Jornalistas Fones: (61) 312-2150 / 2745 / 2394 / 2580 / 2404 Fa...  \n",
       "14   Agência Nacional de Telecomunicações Assessoria de Imprensa Atendimento aos Jornalistas Fones: (61) 312-2110 / 2242 / 2745 / 2394 / 2150 / 2580 /...  \n",
       "15   Agência Nacional de Telecomunicações - APC Assessoria de Imprensa - Atendimento aos Jornalistas Fones: (61) 312-2186 / 2745 / 2242 / 2580 / 2394 ...  \n",
       "16   Com 1.572.533 novas habilitações em junho, telefonia móvel alcança a marca de 106.663.068 milhões de assinantes, um acréscimo de 1,5% em relação ...  \n",
       "17   Telefonia Móvel Acessos em Serviço * em milhões 0 0,03 0,08 2,7 7,4 15,0 23,2 29,2 45,5 58,0 1990 1992 1994 1996 1998 1999 2000 2001 2003 2005 5,...  \n",
       "18   1/6 REGULAMENTO SOBRE FORNECIMENTO DA RELAÇÃO DE ASSINANTES PELAS PRESTADORAS DO SERVIÇO TELEFÔNICO FIXO COMUTADO DESTINADO AO USO DO PÚBLICO EM ...  \n",
       "19   O Conselho Diretor da Anatel aprovou hoje a realização de consulta pública a respeito de proposta de regulamento que estabelece padrões mínimos d...  \n",
       "20   » 1 1 AGÊNCIA NACIONAL DE TELECOMUNICAÇÕES AGÊNCIA NACIONAL DE TELECOMUNICAÇÕES USO DE SERVIÇOS DE USO DE SERVIÇOS DE USO DE SERVIÇOS DE USO DE S...  \n",
       "21   A partir desta quarta-feira, 8 de abril de 2015, os moradores de Rio Verde (GO) e da região do Distrito Federal começarão a ser avisados sobre o ...  \n",
       "22   A Anatel realiza amanhã, 23, em Brasília, audiência pública com o objetivo de discutir com a sociedade sua proposta de revisão do Regulamento do ...  \n",
       "23   A Comissão Especial de Licitação (CEL) destinada a conduzir os procedimentos relativos à Licitação nº 1/2014-SOR/SPR/CD-ANATEL para conferir Dire...  \n",
       "24   Estarão abertas a partir de 11 de julho as inscrições para o concurso da Agência Nacional de Telecomunicações, que oferece 100 vagas em cargos de...  \n",
       "25   APRESENTAÇÃO SOBRE APRESENTAÇÃO SOBRE “REGULAMENTO PARA “REGULAMENTO PARA EXPEDIÇÃO DE AUTORIZAÇÃO EXPEDIÇÃO DE AUTORIZAÇÃO DO STFC” DO STFC” Bra...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def format_topics_sentences(ldamodel=lda_model, corpus=corpus, texts=data):\n",
    "    sent_topics_df = pd.DataFrame()\n",
    "\n",
    "    for i, row in enumerate(ldamodel[corpus]):\n",
    "        row = sorted(row, key=lambda x: (x[1]), reverse=True)\n",
    "        for j, (topic_num, prop_topic) in enumerate(row):\n",
    "            if j == 0:  # => dominant topic\n",
    "                wp = ldamodel.show_topic(topic_num)\n",
    "                topic_keywords = \", \".join([word for word, prop in wp])\n",
    "                sent_topics_df = sent_topics_df.append(pd.Series([int(topic_num), round(prop_topic,4), topic_keywords]), ignore_index=True)\n",
    "            else:\n",
    "                break\n",
    "    sent_topics_df.columns = ['Dominant_Topic', 'Perc_Contribution', 'Topic_Keywords']\n",
    "\n",
    "    contents = pd.Series(texts)\n",
    "    sent_topics_df = pd.concat([sent_topics_df, contents], axis=1)\n",
    "    return(sent_topics_df)\n",
    "\n",
    "\n",
    "df_topic_sents_keywords = format_topics_sentences(ldamodel=lda_model, corpus=corpus, texts=data)\n",
    "\n",
    "df_dominant_topic = df_topic_sents_keywords.reset_index()\n",
    "df_dominant_topic.columns = ['Document_No', 'Dominant_Topic', 'Topic_Perc_Contrib', 'Keywords', 'Text']\n",
    "\n",
    "#df_dominant_topic.head(20)\n",
    "\n",
    "sent_topics_sorteddf_mallet = pd.DataFrame()\n",
    "\n",
    "sent_topics_outdf_grpd = df_topic_sents_keywords.groupby('Dominant_Topic')\n",
    "\n",
    "for i, grp in sent_topics_outdf_grpd:\n",
    "    sent_topics_sorteddf_mallet = pd.concat([sent_topics_sorteddf_mallet, \n",
    "                                             grp.sort_values(['Perc_Contribution'], ascending=[0]).head(1)], \n",
    "                                            axis=0)\n",
    "\n",
    "sent_topics_sorteddf_mallet.reset_index(drop=True, inplace=True)\n",
    "\n",
    "sent_topics_sorteddf_mallet.columns = ['Topic_Num', \"Topic_Perc_Contrib\", \"Keywords\", \"Text\"]\n",
    "\n",
    "# Show\n",
    "pd.options.display.max_colwidth = 150\n",
    "sent_topics_sorteddf_mallet[['Topic_Num', 'Topic_Perc_Contrib', 'Text']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Análise Longitudinal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Indexação dos anos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_1999_init = 0\n",
    "index_2000_init = 191\n",
    "index_2001_init = 686\n",
    "index_2002_init = 1455\n",
    "index_2003_init = 2510\n",
    "index_2004_init = 3312\n",
    "index_2005_init = 3785\n",
    "index_2006_init = 4149\n",
    "index_2007_init = 4362\n",
    "index_2008_init = 4518\n",
    "index_2009_init = 4657\n",
    "index_2010_init = 4785\n",
    "index_2011_init = 5021\n",
    "index_2012_init = 5431\n",
    "index_2013_init = 5910\n",
    "index_2014_init = 6422\n",
    "index_2015_init = 6892\n",
    "index_2016_init = 7283\n",
    "index_2017_init = 7493\n",
    "index_2018_init = 7748\n",
    "index_2018_end = 7849\n",
    "\n",
    "indexes = [index_1999_init,index_2000_init,index_2001_init,index_2002_init,index_2003_init,index_2004_init,\n",
    "           index_2005_init,index_2006_init,index_2007_init,index_2008_init,index_2009_init,index_2010_init,\n",
    "           index_2011_init,index_2012_init,index_2013_init,index_2014_init,index_2015_init,index_2016_init,\n",
    "           index_2017_init,index_2018_init,index_2018_end\n",
    "          ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Representatividade (theta) por ano em todos os topicos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a30eb5550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a30eb5cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a31e91828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a31f17630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a325ce978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a3263dc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a32712160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KUa23Z+Z1tdGa2mtImxsnNftyYGvg3RGxB/CnlD1pJ1POj9+vpdwrgJ2BVwFk5neA71CO9O1Xp2u7o7uAsvd/PeCYqeGZeQbl9KCzooXrA+rG11eBb2Xm1yh74k8Gjpk6HaiN3Jr9JOXo8fUREXVn1dXU64xqduM7zzLzCeBDdSfK2pQdZh+jLH9PAZ+sG1KNG6pnMfDSzHwZZSPtW8DmbeRC+e5ayjrrJsoOw29SlvPPAf8MfLxuvDYqnjn9/DuUdcYJwCcz8/g6P5+Pej1b09mZ+ThlB+U1dT4epnR8tq3z1srnuraTj1F2Vp1Pac/PBf6Qsv76StRTOlvKfhw4KiLeVOs+krIT64vAGwema9pUG/baqQFtt2E1Y6od+2ZX7VgWT1DWzdfX7bGu2rDMzF9T2rGrI2Idum3HppadbemoDas1PwlcTNn+ewcdtWFDvk05cn4CHbVj80Lfhxa7/KGcDnIHsOfQ8C2AL1FP6QR2A7ZqIft24HemGXcVzxzS3glYv4Wa9xoYthvw1vp4F8o1CY2f5lizvzdVM7AmcGF9/ErKnqyvAWu0kPsDYNf6/ELg15SNBoBdKacYHtxizXvU55dQjmSeUZ+vBZxGOfrV5mu9ysC4G4B3NV3rUPbtAzVfQDmiem59viWlg318S7l7UjZQLqzL8nn19x6UlUprp7EOtxM180HghIFhS4Dz2swdGnd4/VwdDrwF+AgNnn61lOwDga/Xx8cB/4WGTkkazB2sB9hx4PHWdTlo9PTwoeyp0/h2B04ENgHuBr4LfKSDZWwjyt7/UwaGLa51t/Y+A9tT9shfR11f1eGXzrZMNPV6Dzx/MXA/Q+vxlmreirJheP7gclzb9Q1azt6HsiF8EaWTtwB4NfC+hnP3Bk4CXlyf79ZFGzaczdBpm222Y0O5qw6Na60NmyZ79YHhrbZjA7n7A2vVYXt01IZNZU9t564HvKvtNmy47vp8m9qOfb3tdmw+/fQ+A50VCodQ9hxcBmw/MHzqerItKHsXbgZuAzZpKXvbgeEL6+8vUDpdrwauAdZrIXe7Wab7c8pppW293tsNDH8f5cLvu4A31Q/8/2Johd5Q7mDj+fKh6c4Hfr/Fmneswzah3KDlB1MrDOAMyoormliJzPJaT22UHl5f87WbrHea7MHP1euoHfv6/Bzg/fVx0zVvXYdtDpxK2SM8VfsngBc0XXf93//mut86fB/KKZ3/vr7/J1CuoVy7odpnvN54YBnbFfgnytH0XdqsmYENEspG4UXA71La0h1azP03bQblqMdXmlzWZ3mft6qv7yM8cw3IF2l23TFT9hrAakN1f5m6Eddi7o51WT6T0tl9PWUn04YtL2MrDU3zNsqGYSP1zpIblGuoLqeuIykdgG/T7E7ZmV7vdWv+1HbKWyhHf1ZpqC0ZvH/ATdQOHqVD0FobNk324L0LVm6zHZstt/5upQ2bLXua6Rptx2apeZsO2rDhZeyNdfjatNiGLWX53pmW27H59tP7DHRSJBxM2dg+Djidck3T/gPjpxqWd9SGZeeWsv9oOLtO86eUU9Gua7BBG7Xm4yk38di65df7gDruqNqAHlGfb0FDe0hnyD1wmpqPo5ze2GbN51BvEEK5FuEzlCO476DsTGhqI3jW97lO8/w6TaMXnU+zbJ/DM3vu1gE+SulsvRn4PrPscFjO3A8A+07zPp9EOaq9aZN11/+9N/BZ4K2Uzvx5Q+NfRLke4iLKhmEjbcpsuTy703UQ8HNgSRc188yG0oaUa15ubCp7xNyFlA3TbzOwk6eD9/kYymlQU8+bPLI2W92DRzb/gHIEqJG6R6h5B+C9lKP1VwE7dbWMDXy2X0Hp7DVyVsgINe8D/IxyRO/WDj9XCwZqfyPl1PSmPlcHUY6cHVCfH0nZMN60Pm+lDZsl+4cMbWw33Y6NkttGG7YM2Y23Y7PkTt10p802bKZlbKOh6Rptw5aSPbV8t9aOzcef3megkyLLaV771sfbU44uvZ+Bu/VR9lheQ4N7wWfIPmua7Aspe/W2bTH3WTUDq1GOJN7eZIM2S81nU/agLKDeibPr95myl/YVlI5CY43KLNlnD73Px1CuK9u+5dxnLV913BE0uIdyxNd7d8q1oh9pchmbJffFA9McQNmJ0eiyXf/3YZRrQY+hHGF5fl1ZDG8gLqzLe1NH6kfNDeDlNNS5Xsbs9Sh7TBs5mroMuc+l7FhocmNhqdk8u9PV5EbSqHWvRTlLoakNw1Fzp440rdN1zQPTN3JkbRlq3qy2N43tPFqG7NUop9s1tcPsMOBOytk1Kw+8n5cDiwemew7lKGIjbdgI2dsMLmNNtmPLkLs+5Vqyxs4IWYbsdZtsx0bNHXzNe6h57SbbsGXMntpZ2Fg7Nl9/ep+BTot95g3flmc6XfsMjH9ex9lT5xAvpqVzhWfInbquaxNg8w5r/gDPvnawldsLz/Y+14aly5rPZqAT0vHytW/buTNkn8PA9TQ0dIrustZMC6dkMPp1vy+abmXaQe4Lgc16qnl3ygbrqh3nvojS2Wvy+pa+r+8ete51m6p7GZexxpbtObzei3vI3R3YsqeaX0g9CtNg7ij3D9il6TZ0GbJ3ptkdCaPmTl3n30gbNofXewENfQXBCLkH1MeN3idiDjWv0lQbNodlbKOmcuf7z0TdjTPrbYMz8x8pp2P8CnhdROxbh/+s4+zXRsSemXlnZt7dYe5xEbFXZj6Qmfe1kTtD9mPA8VG++oKsn7gOcn8FvD4i9s7MX3Rc8+OUW0i3eivnGWo+duq17jj7l8DvR8Q+dfiTHeVO1bxfHf4vTeZFxCHAJylHDH8xMHylzLyXcq3gJhFxM8+8Dl3nXkq5RXsj5lDzOlnucNdl7qcoNzpo5E7Kc3i9f9VE7hyyPwU8p4m655DbyLI9h+xLKeuRrnMvAZZ7uZ5j9qU0dOf0gdxbgZ8ODJ/6ioMngZ/Xu0WfT4Nfer2M2R+mdAK6zj0vItZvog2bQ/b5wHNz4Iu+W859eOC1bmxbbA41r9NC2z1q9nK/1iuKiersDaobiJ8BHqB8CXQf2fcD9/SU+6OucoeyH6Dc9anr3Pu7zB3KfoByjnwfuXd1lTuUfT/lNIqucx+gnKbbqIg4mLJyOJ1yd9MTI2L/mv10/eqBeynXeWwGHJuZD/SQ+9omcpcj+/4VNXeO2Y28z3PM7uv17rNmP1fN5H4DOHkgd2qHxXcpp8WfTvkey59O9786yn5oRc3tM3sOuaet6O/zHLMbq3tFMHWx88SKiFXaOvIwX7OteTKyrbnR/7sn5XTUGyJie8qNjRYAX8jM6+s0O1JuSnNaZt6yIuf2mT2JNfeZbc0TW/NxlKNng7kX1uG71h1ojegr25ono+a+s1cEE9/Zk6RRRTnN6umI2BZ4A2VlcmVmfqOOf162cDp4X7l9Zk9izX1mW/NE1/w3mfn1iFgM/CZbuqykr2xrnoya+86ez+zsSdIc1JXJ6yl3oPx0Zt4wzrl9Zk9izX1mW/PE1bw+8MnMvLGL3D6zrXkyau47e76Z2Gv2JGl5ZE/X/faV22f2JNbcZ7Y1T1zNnd4/oM9sa56MmvvOnm88sidJy2Hcrk+cz9mTWHOf2dY8GdnWPBnZk1hz39nzhZ09SZIkSRpDnsYpSZIkSWPIzp4kSZIkjSE7e5IkSZI0huzsSZIkSdIYsrMnSZIkSWPIzp4kSZIkjSE7e5IkSZI0huzsSZIkSdIYsrMnSZIkSWPo/wOU9vKQqb1/FwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a334003c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a3351e470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a33649518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a338483c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a33969518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Oqhuo5xnV7MZ3nmXmL4CP1p0oCyk7zD5JWf+eBT5VN6QaN6mepcBrMvMQykbaN4HN28iF8t21lM+sZZQdht+grOefB/4R+OO68dqoeH74+bconxknAJ/KzOPr8nwh6vlsTWdn5s8oOyhvqsvxY0rHZ9u6bK28r2s7+RRlZ9WFlPb8fOA/UD6/vhx1SGdL2T8Djo6Id9W6j6TsxPoS8I6B+Zo20Ya9ZWJC221YzZhox77RVTuWxS8on8231O2xrtqwzMyfU9qxGyJiPbptxybWnW3pqA2rNT8DXE7Z/juDjtqwSe6gHDk/gY7asTmh70OLXf5QhoPcC+w9afoWwF9Th3QCuwNbtZB9D/BrU9x3Hc8f0t4ZWNRCzfsMTNsdeG/9e1fKOQmND3Os2d+ZqBlYB7ik/v0Gyp6sG4G1W8j9HrBbvX0J8HPKRgPAbpQhhge3WPNe9fYVlCOZH6i31wVOoxz9avO5nj9w363AB5uudVL2PQM1X0w5onp+vb0lpYN9fEu5e1M2UC6p6/IF9fdelA+V1oaxTm4nauajwAkD03YCLmgzd9J9h9f31eHAe4CP0+Dwq+VkHwh8rf59HPCfaGhI0mDuYD3AjgN/b13Xg0aHh0/KnhjGtydwIrAJ8ADwbeDjHaxjG1H2/p8yMG1prbu11xnYnrJH/mbq51WdfuVM60RTz/fA7VcBDzPpc7ylmreibBheOLge13Z9ccvZ+1E2hC+jdPLmAW8EPtxw7r7AScCr6u3du2jDJmczadhmm+3YpNw1Jt3XWhs2RfZaA9NbbccGcvcH1q3T9uqoDZvIntjO3QD4YNtt2OS66+1tajv2tbbbsbn00/sCdFYovI6y5+AqYPuB6RPnk21B2btwO3A3sElL2dsOTF9Qf3+R0ul6I3ATsEELudvNMN8fUoaVtvV8bzcw/cOUE7/vB95V3/B/wqQP9IZyBxvP106a70LgN1usecc6bRPKBVq+N/GBAXyA8sEVTXyIzPBcT2yUHl6f84VN1jtF9uD76q3Ujn29fS7wkfp30zVvXadtDpxK2SM8UfulwMuarrs+9r8677dO348ypPO36ut/AuUcyoUN1T7t+cYD69huwP+jHE3ftc2aGdggoWwUXgb8OqUt3aHF3H/VZlCOeny5yXV9htd5q/r8PsHz54B8iWY/O6bLXhtYc1Ld11M34lrM3bGuy2dSOrtvo+xk2rDldWy1SfO8j7Jh2Ei9M+QG5Ryqq6mfkZQOwB00u1N2uud7/Zo/sZ3yHsrRn/kNtSWD1w9YRu3gUToErbVhU2QPXrtg9TbbsZly6+9W2rCZsqeYr9F2bIaat+mgDZu8jr2jTl9Ii23YctbvXWi5HZtrP70vQCdFwsGUje3jgNMp5zTtP3D/RMNyRm1Ydmkp+7cnZ9d5fo8yFO3mBhu0YWs+nnIRj61bfr4PqPcdXRvQI+rtLWhoD+k0uQdOUfNxlOGNbdZ8LvUCIZRzET5LOYJ7BmVnQlMbwTO+znWel9Z5Gj3pfIp1+1ye33O3HvAJSmfr3cB3mWGHw0rmnge8YorX+STKUe1Nm6y7Pva+wOeA91I68xdMun8PyvkQl1E2DBtpU2bK5YWdroOAnwA7dVEzz28obUg55+W2prKHzF1A2TC9g4GdPB28zsdQhkFN3G7yyNpMdQ8e2Xwn5QhQI3UPUfMOwH+hHK2/Dti5q3Vs4L39ekpnr5FRIUPUvB/wOOWI3l0dvq/mDdT+DsrQ9KbeVwdRjpwdUG8fSdkw3rTebqUNmyH7+0za2G66HRsmt402bAWyG2/HZsiduOhOm23YdOvYRpPma7QNW072xPrdWjs2F396X4BOiizDvF5R/96ecnTpIwxcrY+yx/ImGtwLPk322VNkX0LZq7dti7kvqBlYk3Ik8Z4mG7QZaj6HsgdlHvVKnF2/zpS9tK+ndBQaa1RmyD5n0ut8DOW8su1bzn3B+lXvO4IG91AO+XzvSTlX9ONNrmMz5L5qYJ4DKDsxGl2362MfRjkX9BjKEZaX1g+LyRuIC+r63tSR+mFzA3gtDXWuVzB7A8oe00aOpq5A7ospOxaa3FhYbjYv7HQ1uZE0bN3rUkYpNLVhOGzuxJGm9bqueWD+Ro6srUDNm9X2prGdRyuQvSZluF1TO8wOA+6jjK5ZfeD1vBpYOjDfiyhHERtpw4bI3mZwHWuyHVuB3EWUc8kaGxGyAtnrN9mODZs7+Jz3UPPCJtuwFcye2FnYWDs2V396X4BOi33+Bd+W5ztd+w3c/5KOsyfGEC+lpbHC0+ROnNe1CbB5hzWfxwvPHWzl8sIzvc61Yemy5nMY6IR0vH69ou3cabLPZeB8GhoaoruiNdPCkAyGP+93j6k+TDvIfTmwWU8170nZYF2j49w9KJ29Js9v6fv87mHrXr+puldwHWts3Z7F8720h9w9gS17qvnl1KMwDeYOc/2AXZtuQ1cgexea3ZEwbO7Eef6NtGGzeL7n0dBXEAyRe0D9u9HrRMyi5vlNtWGzWMc2aip3rv+M1dU4s142ODP/jjIc42ngrRHxijr98Y6z3xIRe2fmfZn5QIe5x0XEPpn5SGY+1EbuNNlPAcdH+eoLsr7jOsh9GnhbROybmf/ccc0/o1xCutVLOU9T87ETz3XH2T8FfjMi9qvTn+kod6LmV9bp/9RkXkS8DvgU5YjhPw9MXy0zH6ScK7hJRNzO889D17lXUi7R3ohZ1LxelivcdZn7acqFDhq5kvIsnu+nm8idRfangRc1UfcschtZt2eRfSXlc6Tr3CuAlV6vZ5l9JQ1dOX0g9y7gRwPTJ77i4BngJ/Vq0RfS4Jder2D2RZROQNe5F0TEoibasFlkXwi8OAe+6Lvl3B8PPNeNbYvNoub1Wmi7h81e6ed6VTFWnb1BdQPxs8AjlC+B7iP7YeCHPeX+oKvcSdmPUK761HXuw13mTsp+hDJGvo/c+7vKnZT9MGUYRde5j1CG6TYqIg6mfDicTrm66YkRsX/Nfq5+9cCDlPM8NgOOzcxHesh9SxO5K5H98KqaO8vsRl7nWWb39Xz3WbPvq2Zyvw6cPJA7scPi25Rh8adTvsfyR1M9VkfZj62quX1mzyL3tFX9dZ5ldmN1rwomTnYeWxExv60jD3M125rHI9uaG33cvSnDUW+NiO0pFzaaB3wxM2+p8+xIuSjNaZl556qc22f2ONbcZ7Y1j23Nx1GOng3mXlKn71Z3oDWir2xrHo+a+85eFYx9Z0+ShhVlmNVzEbEt8HbKh8m1mfn1ev9LsoXh4H3l9pk9jjX3mW3NY13zX2Tm1yJiKfDLbOm0kr6yrXk8au47ey6zsydJs1A/TN5GuQLlZzLz1lHO7TN7HGvuM9uax67mRcCnMvO2LnL7zLbm8ai57+y5ZmzP2ZOklZE9nffbV26f2eNYc5/Z1jx2NXd6/YA+s615PGruO3uu8cieJK2EUTs/cS5nj2PNfWZb83hkW/N4ZI9jzX1nzxV29iRJkiRpBDmMU5IkSZJGkJ09SZIkSRpBdvYkSZIkaQTZ2ZMkSZKkEWRnT5IkSZJGkJ09SZIkSRpBdvYkSZIkaQTZ2ZMkSZKkEWRnT5IkSZJG0P8H8PDLL1PF8lMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a34a0bb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a34a0bef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a348e1048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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50vfKOl/bHd15lL3/awNHTUzPzPdRhgedGS2cH1A3vr4BfCczr6PsiT8JOGpiOFAbuTX7GcrR4xsjIurOqmup5xnV7MZ3nmXm08BH606UBZQdZhdQ1r9ngU/XDanGTapnEfCazDyQspH2HWCTNnKhfHct5TNrMWWH4bcp6/kXgH8BPlU3XhsVzw8//y7lM+N44NOZeWxdni9FPZ+t6ezMfIqyg/L6uhyPUTo+W9Zla+V9XdvJJyk7q86ntOfnAv+B8vn19ahDOlvKfgo4MiLeUes+nLIT66vAcQPzNW2iDXvzxIS227CaMdGOfburdiyLpymfzTfW7bGu2rDMzF9T2rFrI2JNum3HJtadLemoDas1PwNcStn+O52O2rBJbqMcOT+ejtqxOaHvQ4td/lCGg9wN7D5p+qbA31GHdAI7AZu1kH0X8HtT3HcNzx/SfgWwTgs17zEwbSfg3fXvHSjnJDQ+zLFmf3+iZmB14KL69+spe7KuA1ZrIfeHwI719kXArykbDQA7UoYYHtBizbvV25dRjmS+r95eAziVcvSrzed6pYH7bgLe33Stk7LvGqj5QsoR1XPr7ZdROtjHtpS7O2UD5aK6Lp9Xf+9G+VBpbRjr5HaiZj4MHD8wbTvgvDZzJ913SH1fHQK8C/gEDQ6/WkL2/sC36t/HAP+JhoYkDeYO1gNsO/D35nU9aHR4+KTsiWF8uwInABsC9wHfAz7RwTq2PmXv/8kD0xbVult7nYGtKXvkb6B+XtXpl8+0TjT1fA/c3hd4kEmf4y3VvBllw/D8wfW4tuvrtpy9F2VD+BJKJ28e8AbgQw3n7gmcCOxbb+/URRs2OZtJwzbbbMcm5a486b7W2rApslcdmN5qOzaQuw+wRp22W0dt2ET2xHbu2sD7227DJtddb29R27Fvtd2OzaWf3hegs0LhdZQ9B1cAWw9MnzifbFPK3oVbgTuBDVvK3nJg+vz6+8uUTtcbgOuBtVvI3WqG+f6SMqy0red7q4HpH6Kc+H0v8I76hv8fTPpAbyh3sPF87aT5zgf+sMWat63TNqRcoOWHEx8YwPsoH1zRxIfIDM/1xEbpIfU5X9BkvVNkD76v3kLt2NfbZwMfqX83XfPmddomwCmUPcITtV8MvLzpuutj/855v3X6XpQhnX9UX//jKedQLmio9mnPNx5Yx3YEfkI5mr5DmzUzsEFC2Si8BPh9Slu6TYu5v9NmUI56fL3JdX2G13mz+vw+zvPngHyVZj87psteDVhlUt1fo27EtZi7bV2Xz6B0dt9K2cm0Xsvr2AqT5nkPZcOwkXpnyA3KOVRXUj8jKR2A22h2p+x0z/daNX9iO+VdlKM/KzXUlgxeP2AxtYNH6RC01oZNkT147YIV22zHZsqtv1tpw2bKnmK+RtuxGWreooM2bPI6dlydvoAW27AlrN/b03I7Ntd+el+AToqEAygb28cAp1HOadpn4P6JhuX02rBs31L2H0/OrvN8mDIU7YYGG7Rhaz6WchGPzVt+vver9x1ZG9DD6u1NaWgP6TS5+09R8zGU4Y1t1nw29QIhlHMRPkc5gns6ZWdCUxvBM77OdZ6X1nkaPel8inX7bJ7fc7cm8ElKZ+udwA+YYYfDMuaeA+w9xet8IuWo9kZN1l0fe0/g88C7KZ358ybdvwvlfIhLKBuGjbQpM+Xywk7Xq4GfAdt1UTPPbyitRznn5ZamsofMnU/ZML2NgZ08HbzOR1GGQU3cbvLI2kx1Dx7ZfDvlCFAjdQ9R8zbAn1GO1l8DvKKrdWzgvX0opbPXyKiQIWreC3iUckTvjg7fV/MGaj+OMjS9qffVqylHzvartw+nbBhvVG+30obNkP0jJm1sN92ODZPbRhu2FNmNt2Mz5E5cdKfNNmy6dWz9SfM12oYtIXti/W6tHZuLP70vQCdFlmFee9e/t6YcXfoIA1fro+yxvJ4G94JPk33mFNkXUfbqbdli7gtqBlahHEm8q8kGbYaaz6LsQZlHvRJn168zZS/toZSOQmONygzZZ016nY+inFe2dcu5L1i/6n2H0eAeyiGf710p54p+osl1bIbcfQfm2Y+yE6PRdbs+9sGUc0GPohxheWn9sJi8gTi/ru9NHakfNjeA19JQ53ops9em7DFt5GjqUuS+mLJjocmNhSVm88JOV5MbScPWvQZllEJTG4bD5k4caVqz65oH5m/kyNpS1LxxbW8a23m0FNmrUIbbNbXD7GDgHsromhUHXs8rgUUD872IchSxkTZsiOwtBtexJtuxpchdh3IuWWMjQpYie60m27Fhcwef8x5qXtBkG7aU2RM7Cxtrx+bqT+8L0Gmxz7/gW/J8p2uvgftf0nH2xBjiRbQ0Vnia3InzujYENumw5nN44bmDrVxeeKbXuTYsXdZ8FgOdkI7Xr73bzp0m+2wGzqehoSG6S1szLQzJYPjzfneZ6sO0g9ydgY17qnlXygbryh3n7kLp7DV5fkvf53cPW/daTdW9lOtYY+v2LJ7vRT3k7gq8rKead6YehWkwd5jrB+zQdBu6FNnb0+yOhGFzJ87zb6QNm8XzPY+GvoJgiNz96t+NXidiFjWv1FQbNot1bP2mcuf6z1hdjTPrZYMz8x8owzF+BbwlIvau0x/tOPvNEbF7Zt6Tmfd1mHtMROyRmQ9l5gNt5E6T/SRwbJSvviDrO66D3F8Bb42IPTPz5x3X/BTlEtKtXsp5mpqPnniuO87+JfCHEbFXnf5MR7kTNb+yTv/XJvMi4nXApylHDH8+MH2FzLyfcq7ghhFxK88/D13nXk65RHsjZlHzmlmucNdl7mcoFzpo5ErKs3i+f9VE7iyyPwO8qIm6Z5HbyLo9i+zLKZ8jXedeBizzej3L7Mtp6MrpA7l3AD8dmD7xFQfPAD+rV4s+nwa/9Hopsz9O6QR0nXteRKzTRBs2i+zzgRfnwBd9t5z72MBz3di22CxqXrOFtnvY7GV+rpcXY9XZG1Q3ED8HPET5Eug+sh8EftxT7j92lTsp+yHKVZ+6zn2wy9xJ2Q9Rxsj3kXtvV7mTsh+kDKPoOvchyjDdRkXEAZQPh9MoVzc9ISL2qdnP1a8euJ9ynsfGwNGZ+VAPuW9uIncZsh9cXnNnmd3I6zzL7L6e7z5r9n3VTO7NwEkDuRM7LL5HGRZ/GuV7LH861WN1lP3I8prbZ/Ysck9d3l/nWWY3VvfyYOJk57EVESu1deRhrmZb83hkW3Ojj7s7ZTjqTRGxNeXCRvOAL2fmjXWebSkXpTk1M29fnnP7zB7HmvvMtuaxrfkYytGzwdyL6vQd6w60RvSVbc3jUXPf2cuDse/sSdKwogyzei4itgTeRvkwuTozb673vyRbGA7eV26f2eNYc5/Z1jzWNX8lM78VEYuA32RLp5X0lW3N41Fz39lzmZ09SZqF+mHyVsoVKD+bmTeNcm6f2eNYc5/Z1jx2Na8DfDozb+kit89sax6PmvvOnmvG9pw9SVoW2dN5v33l9pk9jjX3mW3NY1dzp9cP6DPbmsej5r6z5xqP7EnSMhi18xPncvY41txntjWPR7Y1j0f2ONbcd/ZcYWdPkiRJkkaQwzglSZIkaQTZ2ZMkSZKkEWRnT5IkSZJGkJ09SZIkSRpBdvYkSZIkaQTZ2ZMkSZKkEWRnT5IkSZJGkJ09SZIkSRpBdvYkSZIkaQT9f7rS6r7Ku62TAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a34a31240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7j7L3f33gqInpmfleyuFBZ0QL5wfUja+vA9/OzGsoe+JPBI6aOByojdya/RRl9PiGiIi6s+pq6nlGNbvxnWeZ+STwkboTZQFlh9knKevf08Cn64ZU4ybVswR4RWa+krKR9m1gszZyoXx3LeUzayllh+G3KOv5F4B/AT5VN14bFc8efv4dymfGccCnM/PYujxfino+W9PZmfkEZQfltXU5HqF0fLauy9bK+7q2k49TdladR2nPzwH+E+Xz62tRD+lsKfsJ4MiIeHut+3DKTqyvAG8dmK9pE23YGycmtN2G1YyJduxbXbVjWTxJ+Wy+oW6PddWGZWb+mtKOXR0R69JtOzax7mxNR21Yrfkp4GLK9t9pdNSGTXILZeT8ODpqx+aEvocWu/yhHA5yJ7DnpOmbA39PPaQT2BXYooXsO4DfmeK+q3h2SHtHYGELNe81MG1X4F31750p5yQ0fphjzf7eRM3A2sAF9e/XUvZkXQOs1ULuD4Bd6u0LgF9TNhoAdqEcYnhQizXvUW9fQhnJfG+9vQ5wCmX0q83nerWB+24E3td0rZOy7xio+XzKiOo59faLKB3sY1vK3ZOygXJBXZfPrb/3oHyotHYY6+R2omY+CBw3MG0H4Nw2cyfdd2h9Xx0KvBP4OA0efrWM7AOBb9S/jwH+Cw0dkjSYO1gPsP3A31vW9aDRw8MnZU8cxrc7cDywMXAP8F3g4x2sYxtS9v6fNDBtSa27tdcZ2JayR/566udVnX7pTOtEU8/3wO39gfuZ9DneUs1bUDYMzxtcj2u7vqjl7H0oG8IXUTp584DXAR9sOHdv4ARg/3p71y7asMnZTDpss812bFLu6pPua60NmyJ7zYHprbZjA7n7AevUaXt01IZNZE9s564PvK/tNmxy3fX2VrUd+0bb7dhc+ul9ATorFF5N2XNwGbDtwPSJ88k2p+xduBm4Hdi4peytB6bPr7+/TOl0vQ64Fli/hdxtZpjvzymHlbb1fG8zMP2DlBO/7wbeXt/wf8mkD/SGcgcbz1dNmu884PdbrHn7Om1jygVafjDxgQG8l/LBFU18iMzwXE9slB5an/MFTdY7Rfbg++pN1I59vX0W8OH6d9M1b1mnbQacTNkjPFH7hcCLm667Pva/Oe+3Tt+Hckjnv6+v/3GUcygXNFT7tOcbD6xjuwA/oYym79xmzQxskFA2Ci8CfpfSlm7XYu6/aTMoox5fa3Jdn+F13qI+v4/y7DkgX6HZz47pstcC1phU91epG3Et5m5f1+XTKZ3dN1N2Mm3Q8jq2yqR53k3ZMGyk3hlyg3IO1eXUz0hKB+AWmt0pO93zvV7Nn9hOeSdl9Ge1htqSwesHLKV28CgdgtbasCmyB69dsGqb7dhMufV3K23YTNlTzNdoOzZDzVt10IZNXsfeWqcvoMU2bBnr90603I7NtZ/eF6CTIuEgysb2McCplHOa9hu4f6JhOa02LDu1lP2Hk7PrPB+iHIp2fYMN2rA1H0u5iMeWLT/fB9T7jqwN6GH19uY0tId0mtwDp6j5GMrhjW3WfBb1AiGUcxE+RxnBPY2yM6GpjeAZX+c6zwvrPI2edD7Fun0Wz+65Wxf4BKWz9Q7g+8yww2EFc88G9p3idT6BMqq9SZN118feG/g88C5KZ/7cSffvRjkf4iLKhmEjbcpMuTy30/Vy4GfADl3UzLMbShtQznm5qansIXPnUzZMb2FgJ08Hr/NRlMOgJm43ObI2U92DI5tvo4wANVL3EDVvB/wJZbT+KmDHrtaxgff2ayidvUaOChmi5n2Ahykjerd1+L6aN1D7WymHpjf1vno5ZeTsgHr7cMqG8Sb1ditt2AzZP2TSxnbT7dgwuW20YcuR3Xg7NkPuxEV32mzDplvHNpw0X6Nt2DKyJ9bv1tqxufjT+wJ0UmQ5zGvf+ve2lNGlDzNwtT7KHstraXAv+DTZZ0yRfQFlr97WLeY+p2ZgDcpI4h1NNmgz1HwmZQ/KPOqVOLt+nSl7aV9D6Sg01qjMkH3mpNf5KMp5Zdu2nPuc9avedxgN7qEc8vnenXKu6MebXMdmyN1/YJ4DKDsxGl2362MfQjkX9CjKCMsL64fF5A3E+XV9b2qkftjcAF5FQ53r5cxen7LHtJHR1OXIfT5lx0KTGwvLzOa5na4mN5KGrXsdylEKTW0YDps7MdK0btc1D8zfyMjactS8aW1vGtt5tBzZa1AOt2tqh9khwF2Uo2tWHXg9LweWDMz3PMooYiNt2BDZWw2uY022Y8uRu5ByLlljR4QsR/Z6TbZjw+YOPuc91LygyTZsObMndhY21o7N1Z/eF6DTYp99wbfm2U7XPgP3v6Dj7IljiJfQ0rHC0+ROnNe1MbBZhzWfzXPPHWzl8sIzvc61Yemy5jMZ6IR0vH7t23buNNlnMXA+DQ0doru8NdPCIRkMf97vblN9mHaQ+xJg055q3p2ywbp6x7m7UTp7TZ7f0vf53cPWvV5TdS/nOtbYuj2L53tJD7m7Ay/qqeaXUEdhGswd5voBOzfdhi5H9k40uyNh2NyJ8/wbacNm8XzPo6GvIBgi94D6d6PXiZhFzas11YbNYh3bsKncuf4zVlfjzHrZ4Mz8R8rhGL8C3hQR+9bpD3ec/caI2DMz78rMezrMPSYi9srMBzLzvjZyp8l+HDg2yldfkPUd10Hur4A3R8Temfnzjmt+gnIJ6VYv5TxNzUdPPNcdZ/8S+P2I2KdOf6qj3ImaX1qn/2uTeRHxauDTlBHDnw9MXyUz76WcK7hxRNzMs89D17mXUi7R3ohZ1LxulivcdZn7GcqFDhq5kvIsnu9fNZE7i+zPAM9rou5Z5Daybs8i+1LK50jXuZcAK7xezzL7Uhq6cvpA7m3ATwemT3zFwVPAz+rVos+jwS+9Xs7sj1E6AV3nnhsRC5tow2aRfR7w/Bz4ou+Wcx8ZeK4b2xabRc3rttB2D5u9ws/1ymKsOnuD6gbi54AHKF8C3Uf2/cCPesr9p65yJ2U/QLnqU9e593eZOyn7Acox8n3k3t1V7qTs+ymHUXSd+wDlMN1GRcRBlA+HUylXNz0+Ivar2c/Urx64l3Kex6bA0Zn5QA+5b2widwWy719Zc2eZ3cjrPMvsvp7vPmv2fdVM7jeBEwdyJ3ZYfJdyWPyplO+x/OlUj9VR9kMra26f2bPIPWVlf51nmd1Y3SuDiZOdx1ZErNbWyMNczbbm8ci25kYfd0/K4ag3RsS2lAsbzQO+nJk31Hm2p1yU5pTMvHVlzu0zexxr7jPbmse25mMoo2eDuRfU6bvUHWiN6Cvbmsej5r6zVwZj39mTpGFFOczqmYjYGngL5cPkysz8Zr3/BdnC4eB95faZPY4195ltzWNd899k5jciYgnwm2zptJK+sq15PGruO3sus7MnSbNQP0zeTLkC5Wcz88ZRzu0zexxr7jPbmseu5oXApzPzpi5y+8y25vGoue/suWZsz9mTpBWRPZ3321dun9njWHOf2dY8djV3ev2APrOteTxq7jt7rnFkT5JWwKidnziXs8ex5j6zrXk8sq15PLLHsea+s+cKO3uSJEmSNII8jFOSJEmSRpCdPUmSJEkaQXb2JEmSJGkE2dmTJEmSpBFkZ0+SJEmSRpCdPUmSJEkaQXb2JEmSJGkE2dmTJEmSpBFkZ0+SJEmSRtD/B3SL4QCkkKQBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a31ef9898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a338956a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a3398bcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a3378b390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ano</th>\n",
       "      <th>T1</th>\n",
       "      <th>T2</th>\n",
       "      <th>T3</th>\n",
       "      <th>T4</th>\n",
       "      <th>T5</th>\n",
       "      <th>T6</th>\n",
       "      <th>T7</th>\n",
       "      <th>T8</th>\n",
       "      <th>T9</th>\n",
       "      <th>...</th>\n",
       "      <th>T18</th>\n",
       "      <th>T19</th>\n",
       "      <th>T20</th>\n",
       "      <th>T21</th>\n",
       "      <th>T22</th>\n",
       "      <th>T23</th>\n",
       "      <th>T24</th>\n",
       "      <th>T25</th>\n",
       "      <th>T26</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1999.0</td>\n",
       "      <td>0.018831</td>\n",
       "      <td>0.024996</td>\n",
       "      <td>0.043530</td>\n",
       "      <td>0.078731</td>\n",
       "      <td>0.023225</td>\n",
       "      <td>0.015860</td>\n",
       "      <td>0.023295</td>\n",
       "      <td>0.087943</td>\n",
       "      <td>0.020968</td>\n",
       "      <td>...</td>\n",
       "      <td>0.043433</td>\n",
       "      <td>0.043516</td>\n",
       "      <td>0.029345</td>\n",
       "      <td>0.037181</td>\n",
       "      <td>0.020433</td>\n",
       "      <td>0.025347</td>\n",
       "      <td>0.043358</td>\n",
       "      <td>0.029230</td>\n",
       "      <td>0.035524</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.024630</td>\n",
       "      <td>0.024467</td>\n",
       "      <td>0.079479</td>\n",
       "      <td>0.035401</td>\n",
       "      <td>0.042467</td>\n",
       "      <td>0.013873</td>\n",
       "      <td>0.089722</td>\n",
       "      <td>0.083041</td>\n",
       "      <td>0.021854</td>\n",
       "      <td>...</td>\n",
       "      <td>0.047171</td>\n",
       "      <td>0.041195</td>\n",
       "      <td>0.028976</td>\n",
       "      <td>0.031000</td>\n",
       "      <td>0.040645</td>\n",
       "      <td>0.032333</td>\n",
       "      <td>0.043750</td>\n",
       "      <td>0.026787</td>\n",
       "      <td>0.046106</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2001.0</td>\n",
       "      <td>0.026720</td>\n",
       "      <td>0.040365</td>\n",
       "      <td>0.047686</td>\n",
       "      <td>0.033229</td>\n",
       "      <td>0.027774</td>\n",
       "      <td>0.014283</td>\n",
       "      <td>0.064232</td>\n",
       "      <td>0.083464</td>\n",
       "      <td>0.023799</td>\n",
       "      <td>...</td>\n",
       "      <td>0.035235</td>\n",
       "      <td>0.041952</td>\n",
       "      <td>0.025008</td>\n",
       "      <td>0.037044</td>\n",
       "      <td>0.026887</td>\n",
       "      <td>0.036555</td>\n",
       "      <td>0.047691</td>\n",
       "      <td>0.025943</td>\n",
       "      <td>0.036000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2002.0</td>\n",
       "      <td>0.030380</td>\n",
       "      <td>0.053441</td>\n",
       "      <td>0.043135</td>\n",
       "      <td>0.039591</td>\n",
       "      <td>0.022541</td>\n",
       "      <td>0.016784</td>\n",
       "      <td>0.017127</td>\n",
       "      <td>0.071115</td>\n",
       "      <td>0.028859</td>\n",
       "      <td>...</td>\n",
       "      <td>0.046248</td>\n",
       "      <td>0.040983</td>\n",
       "      <td>0.028198</td>\n",
       "      <td>0.034508</td>\n",
       "      <td>0.026693</td>\n",
       "      <td>0.044843</td>\n",
       "      <td>0.033210</td>\n",
       "      <td>0.027159</td>\n",
       "      <td>0.038100</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2003.0</td>\n",
       "      <td>0.026112</td>\n",
       "      <td>0.050655</td>\n",
       "      <td>0.040393</td>\n",
       "      <td>0.041599</td>\n",
       "      <td>0.026921</td>\n",
       "      <td>0.020560</td>\n",
       "      <td>0.018113</td>\n",
       "      <td>0.055148</td>\n",
       "      <td>0.031702</td>\n",
       "      <td>...</td>\n",
       "      <td>0.042446</td>\n",
       "      <td>0.043985</td>\n",
       "      <td>0.030747</td>\n",
       "      <td>0.033827</td>\n",
       "      <td>0.023461</td>\n",
       "      <td>0.043857</td>\n",
       "      <td>0.033471</td>\n",
       "      <td>0.029757</td>\n",
       "      <td>0.036812</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>0.025680</td>\n",
       "      <td>0.045340</td>\n",
       "      <td>0.028020</td>\n",
       "      <td>0.039142</td>\n",
       "      <td>0.020254</td>\n",
       "      <td>0.019401</td>\n",
       "      <td>0.016313</td>\n",
       "      <td>0.055993</td>\n",
       "      <td>0.033959</td>\n",
       "      <td>...</td>\n",
       "      <td>0.042998</td>\n",
       "      <td>0.041854</td>\n",
       "      <td>0.030180</td>\n",
       "      <td>0.041057</td>\n",
       "      <td>0.025845</td>\n",
       "      <td>0.038277</td>\n",
       "      <td>0.028004</td>\n",
       "      <td>0.035544</td>\n",
       "      <td>0.037409</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2005.0</td>\n",
       "      <td>0.031484</td>\n",
       "      <td>0.046642</td>\n",
       "      <td>0.023405</td>\n",
       "      <td>0.058693</td>\n",
       "      <td>0.016777</td>\n",
       "      <td>0.019218</td>\n",
       "      <td>0.015659</td>\n",
       "      <td>0.052934</td>\n",
       "      <td>0.033545</td>\n",
       "      <td>...</td>\n",
       "      <td>0.041118</td>\n",
       "      <td>0.044564</td>\n",
       "      <td>0.048600</td>\n",
       "      <td>0.039353</td>\n",
       "      <td>0.030276</td>\n",
       "      <td>0.056540</td>\n",
       "      <td>0.023450</td>\n",
       "      <td>0.039268</td>\n",
       "      <td>0.027289</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2006.0</td>\n",
       "      <td>0.047939</td>\n",
       "      <td>0.042145</td>\n",
       "      <td>0.023161</td>\n",
       "      <td>0.077575</td>\n",
       "      <td>0.016758</td>\n",
       "      <td>0.016585</td>\n",
       "      <td>0.015483</td>\n",
       "      <td>0.040876</td>\n",
       "      <td>0.038313</td>\n",
       "      <td>...</td>\n",
       "      <td>0.028322</td>\n",
       "      <td>0.039052</td>\n",
       "      <td>0.038401</td>\n",
       "      <td>0.034293</td>\n",
       "      <td>0.038288</td>\n",
       "      <td>0.078529</td>\n",
       "      <td>0.039299</td>\n",
       "      <td>0.038870</td>\n",
       "      <td>0.030305</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007.0</td>\n",
       "      <td>0.035280</td>\n",
       "      <td>0.022574</td>\n",
       "      <td>0.028546</td>\n",
       "      <td>0.057417</td>\n",
       "      <td>0.013320</td>\n",
       "      <td>0.022709</td>\n",
       "      <td>0.013937</td>\n",
       "      <td>0.047709</td>\n",
       "      <td>0.036996</td>\n",
       "      <td>...</td>\n",
       "      <td>0.035816</td>\n",
       "      <td>0.038015</td>\n",
       "      <td>0.042244</td>\n",
       "      <td>0.039581</td>\n",
       "      <td>0.020977</td>\n",
       "      <td>0.046706</td>\n",
       "      <td>0.075834</td>\n",
       "      <td>0.030389</td>\n",
       "      <td>0.080414</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>0.033391</td>\n",
       "      <td>0.043483</td>\n",
       "      <td>0.021457</td>\n",
       "      <td>0.072205</td>\n",
       "      <td>0.013133</td>\n",
       "      <td>0.023860</td>\n",
       "      <td>0.014580</td>\n",
       "      <td>0.035464</td>\n",
       "      <td>0.054084</td>\n",
       "      <td>...</td>\n",
       "      <td>0.026786</td>\n",
       "      <td>0.047529</td>\n",
       "      <td>0.056859</td>\n",
       "      <td>0.030274</td>\n",
       "      <td>0.022135</td>\n",
       "      <td>0.105767</td>\n",
       "      <td>0.026820</td>\n",
       "      <td>0.037541</td>\n",
       "      <td>0.040260</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009.0</td>\n",
       "      <td>0.036167</td>\n",
       "      <td>0.036684</td>\n",
       "      <td>0.022393</td>\n",
       "      <td>0.050550</td>\n",
       "      <td>0.017041</td>\n",
       "      <td>0.023471</td>\n",
       "      <td>0.015415</td>\n",
       "      <td>0.039551</td>\n",
       "      <td>0.042145</td>\n",
       "      <td>...</td>\n",
       "      <td>0.021632</td>\n",
       "      <td>0.044125</td>\n",
       "      <td>0.075083</td>\n",
       "      <td>0.033509</td>\n",
       "      <td>0.023676</td>\n",
       "      <td>0.082093</td>\n",
       "      <td>0.021409</td>\n",
       "      <td>0.050769</td>\n",
       "      <td>0.030624</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010.0</td>\n",
       "      <td>0.044100</td>\n",
       "      <td>0.036261</td>\n",
       "      <td>0.027447</td>\n",
       "      <td>0.049916</td>\n",
       "      <td>0.015905</td>\n",
       "      <td>0.028641</td>\n",
       "      <td>0.015624</td>\n",
       "      <td>0.038671</td>\n",
       "      <td>0.035671</td>\n",
       "      <td>...</td>\n",
       "      <td>0.026693</td>\n",
       "      <td>0.066600</td>\n",
       "      <td>0.039361</td>\n",
       "      <td>0.038326</td>\n",
       "      <td>0.022106</td>\n",
       "      <td>0.118830</td>\n",
       "      <td>0.041342</td>\n",
       "      <td>0.054657</td>\n",
       "      <td>0.031039</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011.0</td>\n",
       "      <td>0.051409</td>\n",
       "      <td>0.032285</td>\n",
       "      <td>0.028276</td>\n",
       "      <td>0.043805</td>\n",
       "      <td>0.015195</td>\n",
       "      <td>0.035475</td>\n",
       "      <td>0.014072</td>\n",
       "      <td>0.034019</td>\n",
       "      <td>0.050827</td>\n",
       "      <td>...</td>\n",
       "      <td>0.019145</td>\n",
       "      <td>0.045335</td>\n",
       "      <td>0.068689</td>\n",
       "      <td>0.046968</td>\n",
       "      <td>0.024687</td>\n",
       "      <td>0.110573</td>\n",
       "      <td>0.042991</td>\n",
       "      <td>0.038861</td>\n",
       "      <td>0.033438</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>0.046138</td>\n",
       "      <td>0.034087</td>\n",
       "      <td>0.027670</td>\n",
       "      <td>0.053236</td>\n",
       "      <td>0.016724</td>\n",
       "      <td>0.107377</td>\n",
       "      <td>0.017911</td>\n",
       "      <td>0.032920</td>\n",
       "      <td>0.040247</td>\n",
       "      <td>...</td>\n",
       "      <td>0.023731</td>\n",
       "      <td>0.049502</td>\n",
       "      <td>0.053814</td>\n",
       "      <td>0.044093</td>\n",
       "      <td>0.027279</td>\n",
       "      <td>0.079680</td>\n",
       "      <td>0.035362</td>\n",
       "      <td>0.040814</td>\n",
       "      <td>0.028025</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.040423</td>\n",
       "      <td>0.030867</td>\n",
       "      <td>0.024687</td>\n",
       "      <td>0.049713</td>\n",
       "      <td>0.019014</td>\n",
       "      <td>0.110848</td>\n",
       "      <td>0.018758</td>\n",
       "      <td>0.029400</td>\n",
       "      <td>0.055467</td>\n",
       "      <td>...</td>\n",
       "      <td>0.023681</td>\n",
       "      <td>0.043523</td>\n",
       "      <td>0.055720</td>\n",
       "      <td>0.047631</td>\n",
       "      <td>0.024500</td>\n",
       "      <td>0.093487</td>\n",
       "      <td>0.029355</td>\n",
       "      <td>0.038018</td>\n",
       "      <td>0.029590</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014.0</td>\n",
       "      <td>0.051007</td>\n",
       "      <td>0.028201</td>\n",
       "      <td>0.022775</td>\n",
       "      <td>0.041414</td>\n",
       "      <td>0.017984</td>\n",
       "      <td>0.137642</td>\n",
       "      <td>0.017917</td>\n",
       "      <td>0.028253</td>\n",
       "      <td>0.039450</td>\n",
       "      <td>...</td>\n",
       "      <td>0.024488</td>\n",
       "      <td>0.037661</td>\n",
       "      <td>0.048060</td>\n",
       "      <td>0.041297</td>\n",
       "      <td>0.028580</td>\n",
       "      <td>0.079954</td>\n",
       "      <td>0.051626</td>\n",
       "      <td>0.039324</td>\n",
       "      <td>0.026827</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015.0</td>\n",
       "      <td>0.034047</td>\n",
       "      <td>0.029966</td>\n",
       "      <td>0.022025</td>\n",
       "      <td>0.038612</td>\n",
       "      <td>0.019660</td>\n",
       "      <td>0.128893</td>\n",
       "      <td>0.018355</td>\n",
       "      <td>0.025571</td>\n",
       "      <td>0.044942</td>\n",
       "      <td>...</td>\n",
       "      <td>0.024007</td>\n",
       "      <td>0.036696</td>\n",
       "      <td>0.046485</td>\n",
       "      <td>0.034821</td>\n",
       "      <td>0.038638</td>\n",
       "      <td>0.080001</td>\n",
       "      <td>0.049636</td>\n",
       "      <td>0.030805</td>\n",
       "      <td>0.031302</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>0.029334</td>\n",
       "      <td>0.029692</td>\n",
       "      <td>0.022005</td>\n",
       "      <td>0.040671</td>\n",
       "      <td>0.014787</td>\n",
       "      <td>0.081281</td>\n",
       "      <td>0.016050</td>\n",
       "      <td>0.053251</td>\n",
       "      <td>0.047885</td>\n",
       "      <td>...</td>\n",
       "      <td>0.025551</td>\n",
       "      <td>0.048718</td>\n",
       "      <td>0.048499</td>\n",
       "      <td>0.034906</td>\n",
       "      <td>0.043796</td>\n",
       "      <td>0.047480</td>\n",
       "      <td>0.039013</td>\n",
       "      <td>0.034867</td>\n",
       "      <td>0.026401</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>0.026519</td>\n",
       "      <td>0.025897</td>\n",
       "      <td>0.020462</td>\n",
       "      <td>0.032758</td>\n",
       "      <td>0.022684</td>\n",
       "      <td>0.038725</td>\n",
       "      <td>0.012313</td>\n",
       "      <td>0.080747</td>\n",
       "      <td>0.038720</td>\n",
       "      <td>...</td>\n",
       "      <td>0.023589</td>\n",
       "      <td>0.050856</td>\n",
       "      <td>0.049093</td>\n",
       "      <td>0.040537</td>\n",
       "      <td>0.108065</td>\n",
       "      <td>0.032460</td>\n",
       "      <td>0.019607</td>\n",
       "      <td>0.029432</td>\n",
       "      <td>0.032918</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>0.022816</td>\n",
       "      <td>0.026758</td>\n",
       "      <td>0.020167</td>\n",
       "      <td>0.033682</td>\n",
       "      <td>0.024416</td>\n",
       "      <td>0.039020</td>\n",
       "      <td>0.013482</td>\n",
       "      <td>0.075271</td>\n",
       "      <td>0.030334</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022817</td>\n",
       "      <td>0.045541</td>\n",
       "      <td>0.051283</td>\n",
       "      <td>0.032529</td>\n",
       "      <td>0.099743</td>\n",
       "      <td>0.025326</td>\n",
       "      <td>0.021676</td>\n",
       "      <td>0.028898</td>\n",
       "      <td>0.039564</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Ano        T1        T2        T3        T4        T5        T6  \\\n",
       "0  1999.0  0.018831  0.024996  0.043530  0.078731  0.023225  0.015860   \n",
       "0  2000.0  0.024630  0.024467  0.079479  0.035401  0.042467  0.013873   \n",
       "0  2001.0  0.026720  0.040365  0.047686  0.033229  0.027774  0.014283   \n",
       "0  2002.0  0.030380  0.053441  0.043135  0.039591  0.022541  0.016784   \n",
       "0  2003.0  0.026112  0.050655  0.040393  0.041599  0.026921  0.020560   \n",
       "0  2004.0  0.025680  0.045340  0.028020  0.039142  0.020254  0.019401   \n",
       "0  2005.0  0.031484  0.046642  0.023405  0.058693  0.016777  0.019218   \n",
       "0  2006.0  0.047939  0.042145  0.023161  0.077575  0.016758  0.016585   \n",
       "0  2007.0  0.035280  0.022574  0.028546  0.057417  0.013320  0.022709   \n",
       "0  2008.0  0.033391  0.043483  0.021457  0.072205  0.013133  0.023860   \n",
       "0  2009.0  0.036167  0.036684  0.022393  0.050550  0.017041  0.023471   \n",
       "0  2010.0  0.044100  0.036261  0.027447  0.049916  0.015905  0.028641   \n",
       "0  2011.0  0.051409  0.032285  0.028276  0.043805  0.015195  0.035475   \n",
       "0  2012.0  0.046138  0.034087  0.027670  0.053236  0.016724  0.107377   \n",
       "0  2013.0  0.040423  0.030867  0.024687  0.049713  0.019014  0.110848   \n",
       "0  2014.0  0.051007  0.028201  0.022775  0.041414  0.017984  0.137642   \n",
       "0  2015.0  0.034047  0.029966  0.022025  0.038612  0.019660  0.128893   \n",
       "0  2016.0  0.029334  0.029692  0.022005  0.040671  0.014787  0.081281   \n",
       "0  2017.0  0.026519  0.025897  0.020462  0.032758  0.022684  0.038725   \n",
       "0  2018.0  0.022816  0.026758  0.020167  0.033682  0.024416  0.039020   \n",
       "\n",
       "         T7        T8        T9  ...         T18       T19       T20  \\\n",
       "0  0.023295  0.087943  0.020968  ...    0.043433  0.043516  0.029345   \n",
       "0  0.089722  0.083041  0.021854  ...    0.047171  0.041195  0.028976   \n",
       "0  0.064232  0.083464  0.023799  ...    0.035235  0.041952  0.025008   \n",
       "0  0.017127  0.071115  0.028859  ...    0.046248  0.040983  0.028198   \n",
       "0  0.018113  0.055148  0.031702  ...    0.042446  0.043985  0.030747   \n",
       "0  0.016313  0.055993  0.033959  ...    0.042998  0.041854  0.030180   \n",
       "0  0.015659  0.052934  0.033545  ...    0.041118  0.044564  0.048600   \n",
       "0  0.015483  0.040876  0.038313  ...    0.028322  0.039052  0.038401   \n",
       "0  0.013937  0.047709  0.036996  ...    0.035816  0.038015  0.042244   \n",
       "0  0.014580  0.035464  0.054084  ...    0.026786  0.047529  0.056859   \n",
       "0  0.015415  0.039551  0.042145  ...    0.021632  0.044125  0.075083   \n",
       "0  0.015624  0.038671  0.035671  ...    0.026693  0.066600  0.039361   \n",
       "0  0.014072  0.034019  0.050827  ...    0.019145  0.045335  0.068689   \n",
       "0  0.017911  0.032920  0.040247  ...    0.023731  0.049502  0.053814   \n",
       "0  0.018758  0.029400  0.055467  ...    0.023681  0.043523  0.055720   \n",
       "0  0.017917  0.028253  0.039450  ...    0.024488  0.037661  0.048060   \n",
       "0  0.018355  0.025571  0.044942  ...    0.024007  0.036696  0.046485   \n",
       "0  0.016050  0.053251  0.047885  ...    0.025551  0.048718  0.048499   \n",
       "0  0.012313  0.080747  0.038720  ...    0.023589  0.050856  0.049093   \n",
       "0  0.013482  0.075271  0.030334  ...    0.022817  0.045541  0.051283   \n",
       "\n",
       "        T21       T22       T23       T24       T25       T26  Total  \n",
       "0  0.037181  0.020433  0.025347  0.043358  0.029230  0.035524    1.0  \n",
       "0  0.031000  0.040645  0.032333  0.043750  0.026787  0.046106    1.0  \n",
       "0  0.037044  0.026887  0.036555  0.047691  0.025943  0.036000    1.0  \n",
       "0  0.034508  0.026693  0.044843  0.033210  0.027159  0.038100    1.0  \n",
       "0  0.033827  0.023461  0.043857  0.033471  0.029757  0.036812    1.0  \n",
       "0  0.041057  0.025845  0.038277  0.028004  0.035544  0.037409    1.0  \n",
       "0  0.039353  0.030276  0.056540  0.023450  0.039268  0.027289    1.0  \n",
       "0  0.034293  0.038288  0.078529  0.039299  0.038870  0.030305    1.0  \n",
       "0  0.039581  0.020977  0.046706  0.075834  0.030389  0.080414    1.0  \n",
       "0  0.030274  0.022135  0.105767  0.026820  0.037541  0.040260    1.0  \n",
       "0  0.033509  0.023676  0.082093  0.021409  0.050769  0.030624    1.0  \n",
       "0  0.038326  0.022106  0.118830  0.041342  0.054657  0.031039    1.0  \n",
       "0  0.046968  0.024687  0.110573  0.042991  0.038861  0.033438    1.0  \n",
       "0  0.044093  0.027279  0.079680  0.035362  0.040814  0.028025    1.0  \n",
       "0  0.047631  0.024500  0.093487  0.029355  0.038018  0.029590    1.0  \n",
       "0  0.041297  0.028580  0.079954  0.051626  0.039324  0.026827    1.0  \n",
       "0  0.034821  0.038638  0.080001  0.049636  0.030805  0.031302    1.0  \n",
       "0  0.034906  0.043796  0.047480  0.039013  0.034867  0.026401    1.0  \n",
       "0  0.040537  0.108065  0.032460  0.019607  0.029432  0.032918    1.0  \n",
       "0  0.032529  0.099743  0.025326  0.021676  0.028898  0.039564    1.0  \n",
       "\n",
       "[20 rows x 28 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# compute avg theta given documents interval and total number of topics\n",
    "# return: list containing avg probability for each topic (list length: no_topics)\n",
    "def compute_avg_theta(range_init, range_end, no_topics):\n",
    "    topics_list = [0.0] * no_topics\n",
    "    total = range_end - range_init\n",
    "    total_sum = 0\n",
    "    for i, row in enumerate(lda_model[corpus]):    \n",
    "        if i in range(range_init,range_end):\n",
    "            for j, (topic_num, prop_topic) in enumerate(row):\n",
    "                topics_list[topic_num] += prop_topic\n",
    "    for i, prop in enumerate(topics_list):\n",
    "        topics_list[i] = prop / total\n",
    "        total_sum += topics_list[i]\n",
    "        \n",
    "    ## normalize with remaining\n",
    "    remaining = 1.0 - total_sum\n",
    "    add_each = remaining / len(topics_list)\n",
    "    \n",
    "    total_sum = 0\n",
    "    for i, val in enumerate(topics_list):\n",
    "        topics_list[i] = val+add_each\n",
    "        total_sum += topics_list[i]\n",
    "    \n",
    "    if total_sum > 1.0:\n",
    "        previous = topics_list[0]\n",
    "        topics_list[0] -= (total_sum - 1.0)\n",
    "        total_sum -= (previous-topics_list[0])\n",
    "        \n",
    "    return total_sum, topics_list\n",
    "\n",
    "def build_thetas(topics_list, total_sum, year):\n",
    "    thetas_df = pd.DataFrame()\n",
    "    thetas_df = thetas_df.append(pd.Series([int(year)]), ignore_index=True)\n",
    "    for i in range(num_topics):\n",
    "        theta_topic = pd.Series(topics_list[i])\n",
    "        thetas_df = pd.concat([thetas_df, theta_topic], axis=1)\n",
    "    total_sum_topic = pd.Series(total_sum)\n",
    "    thetas_df = pd.concat([thetas_df, total_sum_topic], axis=1)\n",
    "    list_columns = ['Ano']\n",
    "    for i in range(1,num_topics+1):\n",
    "        topic_id = 'T' + str(i)\n",
    "        list_columns.append(topic_id)\n",
    "    list_columns.append('Total')\n",
    "    thetas_df.columns = list_columns\n",
    "    return thetas_df\n",
    "    \n",
    "def plot_chart(topics_list,year):\n",
    "    plt.rcParams['figure.figsize'] = [15, 1]\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "\n",
    "    N = len(topics_list)\n",
    "\n",
    "    ind = np.arange(0,N)            \n",
    "    width = 0.7                     \n",
    "\n",
    "    rects1 = ax.bar(ind, topics_list, width,color='blue')\n",
    "\n",
    "    ax.set_xlim(-width,len(ind)+width)\n",
    "    ax.set_ylim(0,0.15)\n",
    "    ax.set_ylabel('Theta')\n",
    "    ax.set_title(year)\n",
    "    xTickMarks = ['T'+str(i) for i in range(1,45)]\n",
    "    ax.set_xticks(ind)\n",
    "    xtickNames = ax.set_xticklabels(xTickMarks)\n",
    "    plt.setp(xtickNames, rotation=45, fontsize=10)\n",
    "\n",
    "    plt.show()\n",
    "    \n",
    "    \n",
    "year = 1999\n",
    "thetas_df_final = pd.DataFrame()\n",
    "for i in range(len(indexes)-2):\n",
    "    index = indexes[i]\n",
    "    total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "    thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "    thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "    plot_chart(topics_list,year)\n",
    "    year += 1\n",
    "    \n",
    "i = len(indexes)-2\n",
    "index = indexes[i]\n",
    "total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "plot_chart(topics_list,year)\n",
    "\n",
    "thetas_df_final"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exporta resultados para arquivos .csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "thetas_df_final.to_csv('anatel-option1-thetas.csv',index=False)\n",
    "topics_df.to_csv('anatel-option1-topics.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "topics_df_transpose = pd.DataFrame()\n",
    "topn_words = 30\n",
    "\n",
    "header = ['Topico']\n",
    "for i in range(1,topn_words+1):\n",
    "    header.extend([i])\n",
    "for topic_num in range(num_topics):\n",
    "        topic_row = lda_model.show_topic(topic_num,topn_words)\n",
    "        \n",
    "        my_list = ['T'+(str(topic_num+1))]\n",
    "        for word,prop in topic_row:\n",
    "            my_list.extend([word])\n",
    "        topics_df_transpose = topics_df_transpose.append(pd.Series(my_list), ignore_index=True)\n",
    "topics_df_transpose.columns = header\n",
    "\n",
    "writer = pd.ExcelWriter('anatel-option1.xlsx')\n",
    "topics_df_transpose.T.to_excel(writer,'anatel-option1-topics',index=False,header=False)\n",
    "thetas_df_final.to_excel(writer,'anatel-option1-thetas',index=False)\n",
    "writer.save()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tópicos na forma de word cloud (o tamanho da fonte indica a relevância da palavra no tópico):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a326895f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def generate_wordcloud_and_plot(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    ##wordcloud = WordCloud().generate_from_frequencies(frequencies=d)\n",
    "    ##plt.imshow(wordcloud, interpolation='bilinear')\n",
    "    ##plt.axis(\"off\")\n",
    "\n",
    "    # lower max_font_size\n",
    "    wordcloud = WordCloud(max_font_size=40,background_color='white').generate_from_frequencies(frequencies=d)\n",
    "    plt.figure()\n",
    "    plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()\n",
    "\n",
    "    # The pil way (if you don't have matplotlib)\n",
    "    # image = wordcloud.to_image()\n",
    "    # image.show()\n",
    "    \n",
    "def generate_wordcloud(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    wordcloud = WordCloud(max_font_size=220,width=2400, height=900,background_color='black',colormap='tab10').generate_from_frequencies(frequencies=d)\n",
    "    return wordcloud\n",
    "    \n",
    "    \n",
    "    \n",
    "def build_frequencies_topics(no_top_words):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    f = plt.figure(figsize=(20,10))\n",
    "    for topic_idx in range(0,num_topics):\n",
    "        d = {}\n",
    "        topic_tuple = lda_model.show_topic(topic_idx,no_top_words)\n",
    "        for (topic, weight) in topic_tuple:\n",
    "            d[topic] = weight\n",
    "        #print ('Tópico %d:' % topic_idx)\n",
    "        wordcloud = generate_wordcloud(d)\n",
    "\n",
    "        f.add_subplot(6,5, topic_idx+1)\n",
    "        plt.text(0, -15, 'Tópico %d' % (topic_idx+1), fontsize=10)\n",
    "        plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "        plt.axis(\"off\")\n",
    "        \n",
    "    plt.show(block=True)\n",
    "    f.savefig('anatel-wordcloud-1.eps')\n",
    "    f.savefig('anatel-wordcloud-1.png')\n",
    "\n",
    "    #plt.figure()\n",
    "    #f, axarr = plt.subplots(2,2)\n",
    "    #axarr[0,0].imshow(wordcloud, interpolation=\"bilinear\")\n",
    "\n",
    "    #plt.figure()\n",
    "    #plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    #plt.axis(\"off\")\n",
    "    #plt.show()\n",
    "    \n",
    "build_frequencies_topics(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
